{
  "updated": "2026-11-10",
  "scope": "Primary literature on wearable light-sensor characterisation, calibration, agreement, placement and classification. Targeted expanded search; not an exhaustive systematic review.",
  "yearPolicy": "Years follow the checked research records. Some use journal issue year and some online-first year; discrepancies are identified in each record’s notes. Publication year is not the date of testing.",
  "provenance": {
    "researchFiles": [
      "data/classic-research.json",
      "data/recent-research.json"
    ],
    "normalization": "Per-device metrics determine study-level coverage. LYS and LYS Button are one device; reported names and revision uncertainty are retained. Distinct model variants remain separate.",
    "searchAudit": "data/search-audit.json"
  },
  "studies": [
    {
      "id": "gemici-2026",
      "title": "Scene-based field validation of wearable light loggers",
      "authors": "Gemici et al.",
      "year": 2026,
      "doi": "10.48550/arXiv.2606.20719",
      "url": "https://arxiv.org/abs/2606.20719",
      "status": "Preprint",
      "devices": [
        "ActTrust2",
        "ActLumus"
      ],
      "metrics": [
        "Illuminance",
        "Melanopic EDI"
      ],
      "setting": "Field",
      "reference": "JETI Spectraval 1501 in Tübingen; Konica Minolta CL-500A in Izmir.",
      "protocol": "Fixed tripod rig sampled 433 indoor/outdoor scenes across daylight, artificial and mixed lighting in Tübingen and Izmir. Bootstrap resampling assessed sampling requirements.",
      "finding": "High association with reference measurements coexisted with systematic underestimation. Bias depended on the lighting condition and scene characteristics. Performance estimates stabilized at approximately 100 sampled scenes in this dataset.",
      "limitations": "Preprint. Tripod measurements do not establish continuous on-body accuracy. Only one ActTrust2 unit and two ActLumus units were tested, with one ActLumus at each site.",
      "access": "Full text",
      "notes": "arXiv v1, 16 June 2026. Both devices measured photopic illuminance; only ActLumus measured melanopic EDI. The same ActTrust2 unit was used at both sites.",
      "deviceMetrics": {
        "ActTrust2": [
          "Illuminance"
        ],
        "ActLumus": [
          "Illuminance",
          "Melanopic EDI"
        ]
      },
      "sourceLocator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance.",
      "provenance": {
        "researchFile": "data/recent-research.json",
        "sourceLocator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance."
      },
      "venue": "arxiv",
      "evidenceType": "Reference comparison",
      "developerRelationship": {
        "ActTrust2": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://arxiv.org/abs/2606.20719",
          "sourceLocator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance."
        },
        "ActLumus": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://arxiv.org/abs/2606.20719",
          "sourceLocator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance."
        }
      }
    },
    {
      "id": "kore-2026",
      "title": "Evaluation of wearable light dosimeters for circadian lighting: spectral, spatial, photometric, melanopic, and thermal performance",
      "authors": "Kore et al.",
      "year": 2026,
      "doi": "10.1038/s44323-026-00088-y",
      "url": "https://www.nature.com/articles/s44323-026-00088-y",
      "status": "Peer reviewed",
      "devices": [
        "LYS Button",
        "Blue Iris Speck v1.0",
        "Actiwatch Spectrum Plus"
      ],
      "metrics": [
        "Angular response",
        "Illuminance",
        "Melanopic EDI"
      ],
      "setting": "Laboratory + field",
      "reference": "Calibrated Gigahertz-Optik BTS256 spectroradiometer; cosine-law angular benchmark.",
      "protocol": "Three units per model tested under controlled LEDs (0–570 lx) and partly cloudy daylight (42,000–78,000 lx), with separate angular and temperature tests.",
      "finding": "Speck showed the strongest overall measurement agreement in this comparison. LYS Button overestimated low-light melanopic EDI. Actiwatch had substantial photometric variability. All models showed difficulties under high daylight levels.",
      "limitations": "Three units per type; one short daylight session; spectral reconstruction evaluated for only one Speck; no on-body position or occlusion testing. Daylight variability limits interpretation as a strict linearity test.",
      "access": "Full text",
      "notes": "Published 21 July 2026. Results concern Speck v1.0, not v2.0. Melanopic EDI was evaluated only for LYS Button and Speck under LEDs; Actiwatch was excluded because it lacks melanopic outputs. Spectral reconstruction testing applies only to Speck.",
      "deviceMetrics": {
        "LYS Button": [
          "Illuminance",
          "Melanopic EDI",
          "Angular response"
        ],
        "Blue Iris Speck v1.0": [
          "Illuminance",
          "Melanopic EDI",
          "Angular response"
        ],
        "Actiwatch Spectrum Plus": [
          "Illuminance",
          "Angular response"
        ]
      },
      "sourceLocator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
      "provenance": {
        "researchFile": "data/recent-research.json",
        "sourceLocator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/42477415/",
      "venue": "npj-biological-timing-sleep",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "LYS Button": {
          "category": "Independent",
          "reason": "External academic team; university funding and no competing interests reported. No device-development role identified in the inspected paper.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00088-y",
          "sourceLocator": "Author affiliations, Acknowledgements, Contributions and Competing interests."
        },
        "Blue Iris Speck v1.0": {
          "category": "Independent",
          "reason": "External academic team; university funding and no competing interests reported. No device-development role identified in the inspected paper.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00088-y",
          "sourceLocator": "Author affiliations, Acknowledgements, Contributions and Competing interests."
        },
        "Actiwatch Spectrum Plus": {
          "category": "Independent",
          "reason": "External academic team; university funding and no competing interests reported. No device-development role identified in the inspected paper.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00088-y",
          "sourceLocator": "Author affiliations, Acknowledgements, Contributions and Competing interests."
        }
      }
    },
    {
      "id": "pilehchiha-2026",
      "title": "Cross-validation of wearable light loggers across electric and natural light conditions: focus on illuminance, melanopic EDI, and CCT",
      "authors": "Pilehchi-Ha et al.",
      "year": 2026,
      "doi": "10.64898/2026.10.06.26364836",
      "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
      "status": "Preprint",
      "devices": [
        "ActLumus",
        "lido",
        "OcuWEAR"
      ],
      "metrics": [
        "Illuminance",
        "Melanopic EDI"
      ],
      "setting": "Laboratory + field",
      "reference": "Gigahertz-Optik CSS-45 reference spectroradiometer.",
      "protocol": "Comparison under fluorescent, incandescent and multiple LED sources, plus dynamic daylight exposure.",
      "finding": "Performance depended on both the source spectrum and output metric. Illuminance varied less than melanopic EDI and colour temperature. Bias under dim conditions could change exposure-threshold classification.",
      "limitations": "Preprint. Bias varies with spectrum and metric; not every device was tested in every source condition. No universal accuracy bound or general ranking follows from these comparisons.",
      "access": "Full text",
      "notes": "CCT performance is indexed only for lido and OcuWEAR; it is not assigned to ActLumus.",
      "deviceMetrics": {
        "ActLumus": [
          "Illuminance",
          "Melanopic EDI"
        ],
        "lido": [
          "Illuminance",
          "Melanopic EDI"
        ],
        "OcuWEAR": [
          "Illuminance",
          "Melanopic EDI"
        ]
      },
      "sourceLocator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR."
      },
      "venue": "medrxiv",
      "evidenceType": "Reference comparison",
      "developerRelationship": {
        "ActLumus": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
          "sourceLocator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR."
        },
        "lido": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
          "sourceLocator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR."
        },
        "OcuWEAR": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
          "sourceLocator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR."
        }
      }
    },
    {
      "id": "sah-2026",
      "title": "Five wearable sensors for objective measurement of near work and light exposure",
      "authors": "Sah et al.",
      "year": 2026,
      "doi": "10.1038/s44323-026-00113-0",
      "venue": "npj-biological-timing-sleep",
      "devices": [
        "VEET",
        "Clouclip (version not reported)",
        "Actiwatch (model not reported)",
        "ActLumus",
        "GENEActiv"
      ],
      "deviceMetrics": {
        "VEET": [
          "Illuminance"
        ],
        "Clouclip (version not reported)": [
          "Illuminance"
        ],
        "Actiwatch (model not reported)": [
          "Illuminance"
        ],
        "ActLumus": [
          "Illuminance"
        ],
        "GENEActiv": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Concurrent wearables and participant activity logs; no absolute illuminance reference.",
      "protocol": "Thirty adults wore five sensors for one day; valid light data from 25 participants were compared across illumination categories and with activity logs.",
      "finding": "Outdoor-photopic categories agreed well between devices, while low-light categories and activity-log estimates differed.",
      "limitations": "Authors explicitly assess mutual agreement, not absolute validation. Anatomical position and sensor characteristics differ. Unreported model revisions remain unresolved.",
      "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors.",
      "setting": "Field",
      "evidenceType": "Wearable-to-wearable comparison",
      "url": "https://www.nature.com/articles/s44323-026-00113-0",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/42988864/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
      },
      "developerRelationship": {
        "VEET": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00113-0",
          "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
        },
        "Clouclip (version not reported)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00113-0",
          "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
        },
        "Actiwatch (model not reported)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00113-0",
          "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
        },
        "ActLumus": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00113-0",
          "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
        },
        "GENEActiv": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://www.nature.com/articles/s44323-026-00113-0",
          "sourceLocator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors."
        }
      }
    },
    {
      "id": "ishihara-2025",
      "title": "Performance of wearable light sensors for measuring photopic and melanopic illuminance under laboratory and free-living conditions",
      "authors": "Ishihara et al.",
      "year": 2025,
      "doi": "10.1093/sleep/zsaf358",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
      "status": "Peer reviewed",
      "devices": [
        "ActLumus",
        "GENEActiv",
        "ActiGraph wGT3X-BT",
        "LYS Button"
      ],
      "metrics": [
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "NIST-calibrated ILT560-A spectrometer; free-living comparison between ActLumus and ActiGraph.",
      "protocol": "Eight units per manufacturer tested under warm/cool LEDs (2–1,000 lx) and daylight (5,000–100,000 lx). Twenty-one adults wore ActLumus and ActiGraph concurrently for one week.",
      "finding": "ActLumus had the widest tested response range and lowest between-unit variability. LYS showed larger melanopic errors under warm light. GENEActiv and ActiGraph underestimated illuminance; limited sensitivity and saturation produced large differences in daily exposure estimates.",
      "limitations": "Two indoor spectra and selected daylight conditions do not cover all lighting environments. The field component compared two wrist devices without a continuously worn reference spectrometer.",
      "access": "Full text",
      "notes": "Online November 2025; February 2026 issue. Melanopic testing applies only to ActLumus and LYS. The paper uses melanopic illuminance/lux, not explicitly EDI; indexed here as Other circadian metrics. LYS hardware version is unspecified. Between-unit variability is distinct from repeatability. Additional reported endpoints: Dynamic range, Between-device variability. The LYS name is indexed under LYS Button; these are the same device, as clarified by the curator. The paper does not specify a hardware revision.",
      "deviceMetrics": {
        "ActLumus": [
          "Illuminance"
        ],
        "GENEActiv": [
          "Illuminance"
        ],
        "ActiGraph wGT3X-BT": [
          "Illuminance"
        ],
        "LYS Button": [
          "Illuminance"
        ]
      },
      "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7).",
      "provenance": {
        "researchFile": "data/recent-research.json",
        "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7)."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/41230818/",
      "venue": "sleep",
      "reportedDeviceNames": {
        "LYS Button": "LYS"
      },
      "evidenceType": "Reference comparison",
      "developerRelationship": {
        "ActLumus": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
          "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7)."
        },
        "LYS Button": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
          "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7)."
        },
        "GENEActiv": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
          "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7)."
        },
        "ActiGraph wGT3X-BT": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
          "sourceLocator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7)."
        }
      }
    },
    {
      "id": "sarkar-2025",
      "title": "Validation of real-time viewing distance and ambient illumination measurement with two wearable sensors",
      "authors": "Sarkar et al.",
      "year": 2025,
      "doi": "10.1111/opo.13457",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11976500/",
      "status": "Peer reviewed",
      "devices": [
        "Vivior Mark 3+",
        "Clouclip (second generation)"
      ],
      "metrics": [
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "Calibrated Konica Minolta CL-200A chroma meter for illumination; ruler for the separate distance assessment.",
      "protocol": "Five units of each model attached to spectacles on a mannequin. Light measurements were repeated across seven indoor/outdoor locations on three days. A separate study tested viewing distance in 13 young adults.",
      "finding": "Both devices tracked the luxmeter; individual differences became more variable above roughly 3,500–4,000 lx. Some bright indoor locations exceeded the 1,000-lx outdoor threshold.",
      "limitations": "The participant component assessed viewing distance rather than light-measurement accuracy during unrestricted wear. The study did not validate melanopic or spectral outputs; sleep mode and spectacle use can affect deployment.",
      "access": "Full text",
      "notes": "Published 14 February 2025. Exact tested versions were five Vivior Mark 3+ and five second-generation Clouclip units. Agreement in photopic illuminance should not be generalized to other outputs or hardware generations. Outdoor-threshold discussion is not indexed as classification validation.",
      "deviceMetrics": {
        "Vivior Mark 3+": [
          "Illuminance"
        ],
        "Clouclip (second generation)": [
          "Illuminance"
        ]
      },
      "sourceLocator": "Methods: Study 1 and device descriptions; Results: Validation of ambient illumination measurements, Figures 6–7; Discussion (repeatability).",
      "provenance": {
        "researchFile": "data/recent-research.json",
        "sourceLocator": "Methods: Study 1 and device descriptions; Results: Validation of ambient illumination measurements, Figures 6–7; Discussion (repeatability)."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/39950839/",
      "venue": "ophthalmic-physiological-optics",
      "evidenceType": "Reference comparison",
      "developerRelationship": {
        "Vivior Mark 3+": {
          "category": "Independent",
          "reason": "External academic authors report no conflicts; Meta funded the study. Vivior assisted with raw-data access, as acknowledged. Independent refers to authorship, not absence of all manufacturer assistance.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11976500/",
          "sourceLocator": "Author affiliations; Funding information; Conflict of interest statement; Acknowledgements."
        },
        "Clouclip (second generation)": {
          "category": "Independent",
          "reason": "External academic authors report no conflicts; Meta funded the study. Vivior assisted with raw-data access, as acknowledged. Independent refers to authorship, not absence of all manufacturer assistance.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11976500/",
          "sourceLocator": "Author affiliations; Funding information; Conflict of interest statement; Acknowledgements."
        }
      }
    },
    {
      "id": "stevenson-2025",
      "title": "Research note: The validity and reliability of a novel wearable sensor in measuring light exposure in an indoor and outdoor environment",
      "authors": "Stevenson, Suppiah & Driller",
      "year": 2025,
      "doi": "10.1177/14771535251338582",
      "venue": "lighting-research-technology",
      "devices": [
        "LYS Button"
      ],
      "deviceMetrics": {
        "LYS Button": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Factory-calibrated RS PRO RS-92 digital light meter.",
      "protocol": "Two LYS Buttons were placed side by side with the reference for eight-hour indoor and outdoor recordings. Separate two-hour recordings assessed between-unit reliability.",
      "finding": "Buttons read about 25 lx lower indoors and 82 lx higher outdoors on average. Between-unit ICCs were 0.90 indoors and 0.98 outdoors.",
      "limitations": "Stationary, upward-facing sensors; no free-living wear test. Only illuminance was validated. Removal of outliers and the limited conditions affect interpretation.",
      "sourceLocator": "Sections 2.1–2.3; Tables 1–2; Section 3.",
      "setting": "Laboratory + field",
      "evidenceType": "Reference comparison",
      "url": "https://journals.sagepub.com/doi/10.1177/14771535251338582",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "First published online 3 July 2025; journal issue dated 2026. Do not infer melanopic EDI or CCT validation from the device’s advertised outputs.",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Sections 2.1–2.3; Tables 1–2; Section 3."
      },
      "developerRelationship": {
        "LYS Button": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://journals.sagepub.com/doi/10.1177/14771535251338582",
          "sourceLocator": "Sections 2.1–2.3; Tables 1–2; Section 3."
        }
      }
    },
    {
      "id": "mcdowell-2024",
      "title": "Beyond Lux: methods for species and photoreceptor-specific quantification of ambient light for mammals",
      "authors": "McDowell et al.",
      "year": 2024,
      "doi": "10.1186/s12915-024-02038-1",
      "venue": "bmc-biology",
      "devices": [
        "SpectraWear"
      ],
      "deviceMetrics": {
        "SpectraWear": [
          "Melanopic EDI"
        ]
      },
      "metrics": [
        "Melanopic EDI"
      ],
      "reference": "Calibrated SpectroCal spectroradiometer; species-specific photoreceptor weighting functions.",
      "protocol": "Ten-channel readings were fitted to reference measurements from 13 spectra, then tested at a wider range of irradiances. Performance was assessed for 12 domestic mammal species and humans.",
      "finding": "Melanopic and rhodopic estimates performed better than short-wavelength cone estimates; limited UV sensitivity constrained some species-specific quantities.",
      "limitations": "Bench calibration of wearable hardware, not an on-body validation. Accuracy depends on the spectra and species-specific response being estimated.",
      "sourceLocator": "Figure 2; Methods: Light sensor calibration and validation.",
      "setting": "Laboratory",
      "evidenceType": "Calibration study",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11562817/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/39538277/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Figure 2; Methods: Light sensor calibration and validation."
      },
      "developerRelationship": {
        "SpectraWear": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11562817/",
          "sourceLocator": "Figure 2; Methods: Light sensor calibration and validation."
        }
      }
    },
    {
      "id": "mohammadian-2024",
      "title": "A Wrist-Worn Internet of Things Sensor Node for Wearable Equivalent Daylight Illuminance Monitoring",
      "authors": "Mohammadian et al.",
      "year": 2024,
      "doi": "10.1109/JIOT.2024.3355330",
      "venue": "ieee-internet-things",
      "devices": [
        "SpectraWear"
      ],
      "deviceMetrics": {
        "SpectraWear": [
          "Melanopic EDI",
          "Angular response"
        ]
      },
      "metrics": [
        "Angular response",
        "Melanopic EDI"
      ],
      "reference": "SpectroCAL MKII spectroradiometer and calibrated custom spectral source.",
      "protocol": "Thirteen ten-channel units were calibrated and tested across spectral/intensity conditions, with additional angular-response and body-location experiments.",
      "finding": "Mean absolute errors in α-opic EDI were below 0.07 log lx; between-unit correlations were at least 0.99 under the reported conditions.",
      "limitations": "Laboratory calibration and limited wear demonstrations do not establish equal performance under every real-world spectrum or placement.",
      "sourceLocator": "Sections II-D, III-B and IV: calibration, EDI accuracy, directional response and wearing position.",
      "setting": "Laboratory + field",
      "evidenceType": "Characterisation + placement",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11100858/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "SpectraWear is the name used for this research platform in associated publications; the engineering paper describes a wrist-worn sensor node.",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/38765485/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Sections II-D, III-B and IV: calibration, EDI accuracy, directional response and wearing position."
      },
      "developerRelationship": {
        "SpectraWear": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11100858/",
          "sourceLocator": "Sections II-D, III-B and IV: calibration, EDI accuracy, directional response and wearing position."
        }
      }
    },
    {
      "id": "stampfli-2023",
      "title": "The Light-Dosimeter: A new device to help advance research on the non-visual responses to light",
      "authors": "Stampfli et al.",
      "year": 2023,
      "doi": "10.1177/14771535221147140",
      "url": "https://journals.sagepub.com/doi/10.1177/14771535221147140",
      "status": "Peer reviewed",
      "devices": [
        "lido"
      ],
      "metrics": [
        "Angular response",
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "JETI specbos 1201 spectroradiometer; Ocean Insight STS-VIS for a real-world demonstration.",
      "protocol": "Integrating-sphere calibration; tests under incandescent, LED, fluorescent and daylight sources; illuminance/CCT and angular-response characterization; near-corneal melanopic irradiance compared with a portable spectroradiometer.",
      "finding": "The development study reports satisfactory agreement with commercial reference equipment and demonstrates coordinated near-corneal light recording during a field experiment.",
      "limitations": "Developer-led characterization and a limited demonstration; the reported results do not establish performance under every spectrum, wearing position or field condition.",
      "access": "Full text",
      "notes": "Published online 13 February 2023. The article describes lido and its calibration workflow. Its field demonstration concerns melanopic irradiance, which should not be relabeled melanopic EDI.",
      "deviceMetrics": {
        "lido": [
          "Illuminance",
          "Angular response"
        ]
      },
      "sourceLocator": "Sections 2.5 and 3.1; Figures 8–9 (illuminance/CCT/angular tests); Section 3.3 and Figures 10–11 (melanopic irradiance comparison).",
      "provenance": {
        "researchFile": "data/recent-research.json",
        "sourceLocator": "Sections 2.5 and 3.1; Figures 8–9 (illuminance/CCT/angular tests); Section 3.3 and Figures 10–11 (melanopic irradiance comparison)."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/37469656/",
      "venue": "lighting-research-technology",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "lido": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://journals.sagepub.com/doi/10.1177/14771535221147140",
          "sourceLocator": "Sections 2.5 and 3.1; Figures 8–9 (illuminance/CCT/angular tests); Section 3.3 and Figures 10–11 (melanopic irradiance comparison)."
        }
      }
    },
    {
      "id": "dhakal-2022",
      "title": "Development and validation of a ‘MyLyt’ wearable light tracking device",
      "authors": "Dhakal et al.",
      "year": 2022,
      "doi": "10.1111/opo.13061",
      "venue": "ophthalmic-physiological-optics",
      "devices": [
        "MyLyt"
      ],
      "deviceMetrics": {
        "MyLyt": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Factory-calibrated Sinometer LX1330B lux meter; activity diaries for indoor/outdoor classification.",
      "protocol": "Four trackers were tested in a controlled chamber and indoor/outdoor settings. A field phase included 21 adults and eight children.",
      "finding": "Repeated and between-unit measurements were consistent. Reference agreement varied by setting; diary-based indoor/outdoor classification had high sensitivity and specificity in this sample.",
      "limitations": "Classification uses self-reported location. Illuminance agreement is not proof of accuracy for spectra or melanopic quantities.",
      "sourceLocator": "Methods: Phase 1/2 validation; Results: Figures 3–5 and Tables 2–4.",
      "setting": "Laboratory + field",
      "evidenceType": "Reference comparison",
      "url": "https://openaccess.city.ac.uk/id/eprint/29252/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "Online publication 22 October 2022; issue year 2023.",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/36271902/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods: Phase 1/2 validation; Results: Figures 3–5 and Tables 2–4."
      },
      "developerRelationship": {
        "MyLyt": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://openaccess.city.ac.uk/id/eprint/29252/",
          "sourceLocator": "Methods: Phase 1/2 validation; Results: Figures 3–5 and Tables 2–4."
        }
      }
    },
    {
      "id": "bhandari-2021",
      "title": "Wearable Sensors for Measurement of Viewing Behavior, Light Exposure, and Sleep",
      "authors": "Bhandari, Mirhajianmoghadam & Ostrin",
      "year": 2021,
      "doi": "10.3390/s21217096",
      "venue": "sensors",
      "devices": [
        "Clouclip (version not reported)",
        "Actiwatch Spectrum Plus"
      ],
      "deviceMetrics": {
        "Clouclip (version not reported)": [
          "Illuminance"
        ],
        "Actiwatch Spectrum Plus": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Concurrent spectacle-mounted Clouclip, wrist Actiwatch Spectrum Plus, daily logs and questionnaire.",
      "protocol": "Twenty-five adults wore both devices for one week. Illuminance and time above the outdoor threshold were compared with each other and self-reports.",
      "finding": "Wrist Actiwatch illuminance was systematically lower than Clouclip. Questionnaire estimates of outdoor time exceeded both device estimates.",
      "limitations": "Placement and device are confounded. This study evaluates agreement and behaviour estimates, not absolute sensor accuracy against a photometer.",
      "sourceLocator": "Sections 2.2–2.3 and light-exposure results.",
      "setting": "Field",
      "evidenceType": "Wearable-to-wearable comparison",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8587946/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/34770402/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Sections 2.2–2.3 and light-exposure results."
      },
      "developerRelationship": {
        "Clouclip (version not reported)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8587946/",
          "sourceLocator": "Sections 2.2–2.3 and light-exposure results."
        },
        "Actiwatch Spectrum Plus": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8587946/",
          "sourceLocator": "Sections 2.2–2.3 and light-exposure results."
        }
      }
    },
    {
      "id": "falck-2021",
      "title": "Shining the Light on the MotionWatch8 Light Sensor for Sleep and Aging Research: What Can We Measure and What Are We Missing?",
      "authors": "Falck et al.",
      "year": 2021,
      "doi": "10.3233/ADR-200242",
      "venue": "alzheimer-disease-reports",
      "devices": [
        "MotionWatch 8"
      ],
      "deviceMetrics": {
        "MotionWatch 8": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Extech LT40 LED light meter.",
      "protocol": "Seventeen everyday scenarios were sampled for five minutes each, including tests with and without sleeves. Thresholds classified light/dark, electrical/daylight and bright-light therapy.",
      "finding": "The watch distinguished some lighting classes but had poor absolute agreement and did not reliably identify bright-light therapy. Sleeves commonly reduced readings.",
      "limitations": "Scenario-specific thresholds are not universal. A small controlled wear demonstration cannot establish general free-living accuracy.",
      "sourceLocator": "Methods; Table 3; Figures 1–4.",
      "setting": "Laboratory + field",
      "evidenceType": "Reference comparison",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7903008/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/33681717/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods; Table 3; Figures 1–4."
      },
      "developerRelationship": {
        "MotionWatch 8": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7903008/",
          "sourceLocator": "Methods; Table 3; Figures 1–4."
        }
      }
    },
    {
      "id": "howell-2021",
      "title": "Reliability and validity of the Actiwatch and Clouclip for measuring illumination in real-world conditions",
      "authors": "Howell et al.",
      "year": 2021,
      "doi": "10.1111/opo.12860",
      "venue": "ophthalmic-physiological-optics",
      "devices": [
        "Actiwatch 2",
        "Clouclip (second generation)"
      ],
      "deviceMetrics": {
        "Actiwatch 2": [
          "Illuminance"
        ],
        "Clouclip (second generation)": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Manufacturer-calibrated Hagner S2 universal photometer.",
      "protocol": "Devices on a skeleton were compared with a photometer at matched sensor positions in nine indoor/outdoor settings. Five Clouclip M2 units were also compared concurrently.",
      "finding": "Both devices underestimated illuminance despite high correlations. Clouclip more closely reproduced the reference in the tested range; its between-unit illuminance ICC was 0.85.",
      "limitations": "Device-reference trials were separate and covered different ranges. Indoor locations can exceed 1,000 lx; an illuminance category is not necessarily an outdoor location.",
      "sourceLocator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5.",
      "setting": "Field",
      "evidenceType": "Reference comparison",
      "url": "https://onlinelibrary.wiley.com/doi/full/10.1111/opo.12860",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "reportedDeviceNames": {
        "Clouclip (second generation)": "Clouclip M2"
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/34387902/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5."
      },
      "developerRelationship": {
        "Actiwatch 2": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://onlinelibrary.wiley.com/doi/full/10.1111/opo.12860",
          "sourceLocator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5."
        },
        "Clouclip (second generation)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://onlinelibrary.wiley.com/doi/full/10.1111/opo.12860",
          "sourceLocator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5."
        }
      }
    },
    {
      "id": "mohamed-2021",
      "title": "Wearable light spectral sensor optimized for measuring daily α-opic light exposure",
      "authors": "Mohamed et al.",
      "year": 2021,
      "doi": "10.1364/OE.431373",
      "venue": "optics-express",
      "devices": [
        "Mohamed et al. spectrophotometer"
      ],
      "deviceMetrics": {
        "Mohamed et al. spectrophotometer": [
          "Illuminance",
          "Melanopic EDI",
          "Angular response"
        ]
      },
      "metrics": [
        "Angular response",
        "Illuminance",
        "Melanopic EDI"
      ],
      "reference": "Konica Minolta CL-500A calibrated illuminance spectrophotometer.",
      "protocol": "A pendant/clip spectrophotometer covering 380–780 nm was developed and tested with common light sources; corrections addressed directionality, dark noise, saturation, nonlinearity, stray light and spectral response.",
      "finding": "After correction, the reported α-opic EDI errors were below 7% for the four tested source types. Optical modification improved angular response; remaining spectral errors differed by source.",
      "limitations": "Bench testing of a prototype with four source types does not establish accuracy for every spectrum or wearing condition. No equivalence to a later branded device is inferred.",
      "sourceLocator": "Sections 2.2 and 3; Table 1 (angular response), Table 2 and Figure 8 (source comparisons).",
      "setting": "Laboratory",
      "evidenceType": "Characterisation",
      "url": "https://research.monash.edu/en/publications/wearable-light-spectral-sensor-optimized-for-measuring-daily-%CE%B1-op/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/34615174/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Author-deposited abstract, Optics Express 29:27612–27627."
      },
      "fullTextUrl": "https://researchmgt.monash.edu/ws/portalfiles/portal/349085607/349060469_oa.pdf",
      "developerRelationship": {
        "Mohamed et al. spectrophotometer": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://research.monash.edu/en/publications/wearable-light-spectral-sensor-optimized-for-measuring-daily-%CE%B1-op/",
          "sourceLocator": "Sections 2.2 and 3; Table 1 (angular response), Table 2 and Figure 8 (source comparisons)."
        }
      }
    },
    {
      "id": "nagra-2021",
      "title": "Intra- and Inter-Model Variability of Light Detection Using a Commercially Available Light Sensor",
      "authors": "Nagra et al.",
      "year": 2021,
      "doi": "10.1007/s10916-020-01694-4",
      "venue": "journal-medical-systems",
      "devices": [
        "Actiwatch Spectrum Pro"
      ],
      "deviceMetrics": {
        "Actiwatch Spectrum Pro": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Controlled Gretag Macbeth Judge II lightbox; comparison among four watches and two sessions.",
      "protocol": "RGB and white outputs were recorded under simulated daylight D65, illuminant A and cool-white fluorescent light.",
      "finding": "Significant between-watch differences occurred under all three illuminants; repeated measurements also differed for most watch/channel combinations.",
      "limitations": "Four units. This establishes variability, not traceable absolute illuminance accuracy. Despite the title, the tested watches are all Spectrum Pro.",
      "sourceLocator": "Abstract; Methods: illumination conditions and procedure; Results.",
      "setting": "Laboratory",
      "evidenceType": "Repeatability study",
      "url": "https://openaccess.city.ac.uk/id/eprint/25801/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/33638131/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Abstract; Methods: illumination conditions and procedure; Results."
      },
      "developerRelationship": {
        "Actiwatch Spectrum Pro": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://openaccess.city.ac.uk/id/eprint/25801/",
          "sourceLocator": "Abstract; Methods: illumination conditions and procedure; Results."
        }
      }
    },
    {
      "id": "webler-2021",
      "title": "Towards a wearable sensor for spectrally-resolved personal light monitoring",
      "authors": "Webler, Chinazzo & Andersen",
      "year": 2021,
      "doi": "10.1088/1742-6596/2042/1/012120",
      "venue": "journal-physics-conference",
      "devices": [
        "Spectrace"
      ],
      "deviceMetrics": {
        "Spectrace": [
          "Illuminance",
          "Angular response"
        ]
      },
      "metrics": [
        "Angular response",
        "Illuminance"
      ],
      "reference": "Reference spectra; LMT Pocket-Lux 2 for angular-response measurements.",
      "protocol": "Prototype tests examined spectral reconstruction, angular response and intensity linearity; a separate survey assessed wearability.",
      "finding": "Measured angular mismatch was 2.07%. Spectral reconstruction and intensity response depended on the tested signal and source conditions.",
      "limitations": "Prototype and conference paper. Spectral recovery demonstrations do not establish arbitrary-spectrum reconstruction or a separately validated melanopic EDI output.",
      "sourceLocator": "Sections 2.1 and 3.1.1–3.1.3; Figures 1–4.",
      "setting": "Laboratory",
      "evidenceType": "Characterisation",
      "url": "https://infoscience.epfl.ch/server/api/core/bitstreams/39b60a11-96de-4c57-9208-55f51290ab92/content",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "Full conference proceedings paper (CISBAT 2021), not an abstract.",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Sections 2.1 and 3.1.1–3.1.3; Figures 1–4."
      },
      "developerRelationship": {
        "Spectrace": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://infoscience.epfl.ch/server/api/core/bitstreams/39b60a11-96de-4c57-9208-55f51290ab92/content",
          "sourceLocator": "Sections 2.1 and 3.1.1–3.1.3; Figures 1–4."
        }
      }
    },
    {
      "id": "wen-2021",
      "title": "The Clouclip, a wearable device for measuring near-work and outdoor time: validation and comparison of objective measures with questionnaire estimates",
      "authors": "Wen et al.",
      "year": 2021,
      "doi": "10.1111/aos.14785",
      "venue": "acta-ophthalmologica",
      "devices": [
        "Clouclip (first generation)"
      ],
      "deviceMetrics": {
        "Clouclip (first generation)": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Konica Minolta T-10 illuminance meter.",
      "protocol": "Fifteen first-generation units were tested in 28 light environments spanning 50–38,000 lx, with repeated measurements. A separate participant study compared device records with questionnaires.",
      "finding": "Controlled light tests reported a maximum relative error of 2.23% and high within- and between-unit consistency.",
      "limitations": "Questionnaires are not a traceable illuminance reference. Results apply to the first-generation units and tested environments.",
      "sourceLocator": "Methods: Validation of Clouclip; light-intensity validation results.",
      "setting": "Laboratory + field",
      "evidenceType": "Reference comparison",
      "url": "https://onlinelibrary.wiley.com/doi/10.1111/aos.14785",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/33729708/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods: Validation of Clouclip; light-intensity validation results."
      },
      "developerRelationship": {
        "Clouclip (first generation)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://onlinelibrary.wiley.com/doi/10.1111/aos.14785",
          "sourceLocator": "Methods: Validation of Clouclip; light-intensity validation results."
        }
      }
    },
    {
      "id": "bhandari-2020",
      "title": "Validation of the Clouclip and utility in measuring viewing distance in adults",
      "authors": "Bhandari & Ostrin",
      "year": 2020,
      "doi": "10.1111/opo.12735",
      "venue": "ophthalmic-physiological-optics",
      "devices": [
        "Clouclip (second generation)"
      ],
      "deviceMetrics": {
        "Clouclip (second generation)": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Dr. Meter LX1330B digital lux meter.",
      "protocol": "Clouclip and reference sensors were aligned in indoor and outdoor locations, including shade and direct sunlight. The paper separately tested viewing distance.",
      "finding": "Illuminance was strongly correlated with the reference, but disagreement grew at high levels, particularly above 20,000 lx.",
      "limitations": "Distance performance does not establish light accuracy. Staged measurements do not reproduce continuous on-body occlusion.",
      "sourceLocator": "Methods: Ambient illumination; Results: Figure 7.",
      "setting": "Laboratory + field",
      "evidenceType": "Reference comparison",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7606561/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/33002229/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods: Ambient illumination; Results: Figure 7."
      },
      "developerRelationship": {
        "Clouclip (second generation)": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7606561/",
          "sourceLocator": "Methods: Ambient illumination; Results: Figure 7."
        }
      }
    },
    {
      "id": "joyce-2020",
      "title": "The accuracy of artificial and natural light measurements by actigraphs",
      "authors": "Joyce, Zele, Feigl & Adhikari",
      "year": 2020,
      "doi": "10.1111/jsr.12963",
      "url": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
      "status": "Peer reviewed",
      "devices": [
        "GENEActiv Original",
        "Actiwatch 2"
      ],
      "metrics": [
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "Calibrated laboratory-standard photometer.",
      "protocol": "Compared device illuminance with a photometer under white LED light and natural sunlight; also tested neutral-density filters to extend measurement range.",
      "finding": "At about 20,000 lux LED light, GENEActiv and Actiwatch 2 recorded about 50% and 25% of reference illuminance, respectively. At about 30,000 lux sunlight, GENEActiv saturated and Actiwatch 2 recorded about 46%.",
      "limitations": "Absolute readings required correction under tested conditions. Temporal tracking does not imply absolute accuracy; reported correction factors should not be assumed universal across spectra or device versions.",
      "access": "Abstract",
      "notes": "Journal of Sleep Research 29(5), e12963. Online publication December 2019; journal issue October 2020. Primary publisher abstract also verified at https://doi.org/10.1111/jsr.12963 . Additional reported endpoints: Linearity, Dynamic range.",
      "deviceMetrics": {
        "GENEActiv Original": [
          "Illuminance"
        ],
        "Actiwatch 2": [
          "Illuminance"
        ]
      },
      "sourceLocator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters.",
      "provenance": {
        "researchFile": "data/classic-research.json",
        "sourceLocator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
      "venue": "journal-sleep-research",
      "evidenceType": "Reference comparison",
      "developerRelationship": {
        "GENEActiv Original": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
          "sourceLocator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters."
        },
        "Actiwatch 2": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
          "sourceLocator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters."
        }
      }
    },
    {
      "id": "stone-2020",
      "title": "Accuracy of the GENEActiv Device for Measuring Light Exposure in Sleep and Circadian Research",
      "authors": "Stone, McGlashan, Facer-Childs, Cain & Phillips",
      "year": 2020,
      "doi": "10.3390/clockssleep2020012",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7445795/",
      "status": "Peer reviewed",
      "devices": [
        "GENEActiv Original"
      ],
      "metrics": [
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "J17 Luma Color illuminance meter; MK350N spectrometer for spectral measurements.",
      "protocol": "Ten units tested under fluorescent and LED illumination, darkness, overcast outdoor daylight, narrowband blue/green/red LEDs and an infrared camera illuminator.",
      "finding": "Outputs tracked illuminance but generally underestimated it, particularly below 100 lux. Accuracy depended on spectrum: green light was under-reported, red light over-reported, and infrared affected the measurements.",
      "limitations": "Low-light accuracy varied by source. Recording relative light patterns or distinguishing indoor/outdoor conditions does not establish accurate absolute exposure in dim environments.",
      "access": "Full text",
      "notes": "Clocks & Sleep 2(2), 143–152. Inter-device reliability is reported separately from repeatability; findings apply to tested hardware/software. Additional reported endpoints: Low-light response, Inter-device reliability.",
      "deviceMetrics": {
        "GENEActiv Original": [
          "Illuminance"
        ]
      },
      "sourceLocator": "§2.1–2.4: devices, stimuli and protocol; Table 2 and Results: intensity accuracy, spectral/infrared effects and inter-device reliability.",
      "provenance": {
        "researchFile": "data/classic-research.json",
        "sourceLocator": "§2.1–2.4: devices, stimuli and protocol; Table 2 and Results: intensity accuracy, spectral/infrared effects and inter-device reliability."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/33089197/",
      "venue": "clocks-sleep",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "GENEActiv Original": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7445795/",
          "sourceLocator": "§2.1–2.4: devices, stimuli and protocol; Table 2 and Results: intensity accuracy, spectral/infrared effects and inter-device reliability."
        }
      }
    },
    {
      "id": "arguelles-prieto-2019",
      "title": "Determining Light Intensity, Timing and Type of Visible and Circadian Light From an Ambulatory Circadian Monitoring Device",
      "authors": "Argüelles-Prieto et al.",
      "year": 2019,
      "doi": "10.3389/fphys.2019.00822",
      "venue": "frontiers-physiology",
      "devices": [
        "Kronowise"
      ],
      "deviceMetrics": {
        "Kronowise": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Ocean Optics spectroradiometer with CC-3 cosine corrector; CIE S 026 calculations from reference spectra.",
      "protocol": "Commercial lamps and sunlight were compared with three-channel Kronowise readings; separate calibration relationships were developed for natural and two artificial-light classes.",
      "finding": "Source-specific transformations improved correspondence with reference visible and circadian-light estimates relative to raw outputs.",
      "limitations": "Results depend on the source classifier and fitted calibration. The paper’s circadian channel is not automatically interchangeable with every modern melanopic EDI implementation.",
      "sourceLocator": "Methods: calibration; Results: light-source classification and calibrated visible/circadian measurements.",
      "setting": "Laboratory",
      "evidenceType": "Calibration study",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC6607467/",
      "access": "Full text",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/31297069/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Methods: calibration; Results: light-source classification and calibrated visible/circadian measurements."
      },
      "developerRelationship": {
        "Kronowise": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC6607467/",
          "sourceLocator": "Methods: calibration; Results: light-source classification and calibrated visible/circadian measurements."
        }
      }
    },
    {
      "id": "ostrin-2017",
      "title": "Objectively Measured Light Exposure in Emmetropic and Myopic Adults",
      "authors": "Ostrin",
      "year": 2017,
      "doi": "10.1097/OPX.0000000000001013",
      "venue": "optometry-vision-science",
      "devices": [
        "Actiwatch Spectrum"
      ],
      "deviceMetrics": {
        "Actiwatch Spectrum": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Lux meter and UV sensor; models unresolved in the inspected abstract.",
      "protocol": "The paper reports indoor/outdoor device calibration in addition to 14-day recordings in 55 adults and comparisons with activity questionnaires.",
      "finding": "An original calibration component is reported alongside the exposure study; numerical sensor agreement has not been extracted from the accessible abstract.",
      "limitations": "Abstract-level calibration record. The observational refractive-error comparisons do not themselves validate the sensor; quantitative accuracy requires full-text extraction.",
      "sourceLocator": "Publisher abstract, Methods: calibration against a lux meter and UV sensor.",
      "setting": "Laboratory + field",
      "evidenceType": "Calibration study",
      "url": "https://doi.org/10.1097/OPX.0000000000001013",
      "access": "Abstract",
      "status": "Peer reviewed",
      "notes": "",
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/27811524/",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Publisher abstract, Methods: calibration against a lux meter and UV sensor."
      },
      "developerRelationship": {
        "Actiwatch Spectrum": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://doi.org/10.1097/OPX.0000000000001013",
          "sourceLocator": "Publisher abstract, Methods: calibration against a lux meter and UV sensor."
        }
      }
    },
    {
      "id": "price-2017",
      "title": "Optical performance characterization of light-logging actigraphy dosimeters",
      "authors": "Price, Lyachev & Khazova",
      "year": 2017,
      "doi": "10.1364/JOSAA.34.000545",
      "url": "https://opg.optica.org/josaa/abstract.cfm?uri=josaa-34-4-545",
      "status": "Peer reviewed",
      "devices": [
        "MotionWatch 8",
        "ActTrust",
        "GENEActiv Original",
        "Actiwatch 2"
      ],
      "metrics": [
        "Angular response"
      ],
      "setting": "Laboratory",
      "reference": "Photopic and photoreceptor sensitivity functions, cosine response and reference values for dynamic characterization.",
      "protocol": "New optical tests and existing evidence were combined. This record indexes four complete-protocol models with individually identifiable spectral and angular results: MotionWatch 8, ActTrust, GENEActiv Original and Actiwatch 2.",
      "finding": "Optical characterization covers directional and spectral sensitivity, linearity, dynamic range and resolution, with a proposed assessment protocol. Results are model- and channel-specific.",
      "limitations": "Only abstract and publisher tables were inspected. Other models discussed in the paper are omitted here to avoid counting reused evidence or assigning combined model results to individual variants.",
      "access": "Abstract",
      "notes": "Abstract and Tables 1–4 inspected. Indexed coverage restricted to individually identifiable spectral and angular tests. Additional reported endpoints: Linearity, Dynamic range, Resolution.",
      "deviceMetrics": {
        "MotionWatch 8": [
          "Angular response"
        ],
        "ActTrust": [
          "Angular response"
        ],
        "GENEActiv Original": [
          "Angular response"
        ],
        "Actiwatch 2": [
          "Angular response"
        ]
      },
      "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance.",
      "provenance": {
        "researchFile": "data/classic-research.json",
        "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/28375324/",
      "venue": "josa-a",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "MotionWatch 8": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://opg.optica.org/josaa/abstract.cfm?uri=josaa-34-4-545",
          "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance."
        },
        "ActTrust": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://opg.optica.org/josaa/abstract.cfm?uri=josaa-34-4-545",
          "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance."
        },
        "GENEActiv Original": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://opg.optica.org/josaa/abstract.cfm?uri=josaa-34-4-545",
          "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance."
        },
        "Actiwatch 2": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://opg.optica.org/josaa/abstract.cfm?uri=josaa-34-4-545",
          "sourceLocator": "Table 1: complete-protocol models; Table 2: spectral mismatch; Table 3: cosine-response error; Table 4: dynamic performance."
        }
      }
    },
    {
      "id": "markvart-2015",
      "title": "Comparison and Correction of the Light Sensor Output from 48 Wearable Light Exposure Devices by Using a Side-by-Side Field Calibration Method",
      "authors": "Markvart et al.",
      "year": 2015,
      "doi": "10.1080/15502724.2015.1020948",
      "venue": "leukos",
      "devices": [
        "Actiwatch Spectrum"
      ],
      "deviceMetrics": {
        "Actiwatch Spectrum": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "reference": "Side-by-side comparison among 48 Actiwatch Spectrum units.",
      "protocol": "RGB and white outputs were compared under different light sources to develop a field-calibration procedure.",
      "finding": "The study documents between-unit response variation and proposes corrections based on concurrent measurements.",
      "limitations": "Agreement after field correction does not by itself establish traceable absolute accuracy. Detailed correction coefficients require the full paper.",
      "sourceLocator": "Author-deposited abstract: study aim, device model and protocol.",
      "setting": "Laboratory",
      "evidenceType": "Between-unit calibration",
      "url": "https://vbn.aau.dk/da/publications/comparison-and-correction-of-the-light-sensor-output-from-48-wear/",
      "access": "Abstract",
      "status": "Peer reviewed",
      "notes": "",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "sourceLocator": "Author-deposited abstract: study aim, device model and protocol."
      },
      "developerRelationship": {
        "Actiwatch Spectrum": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://vbn.aau.dk/da/publications/comparison-and-correction-of-the-light-sensor-output-from-48-wear/",
          "sourceLocator": "Author-deposited abstract: study aim, device model and protocol."
        }
      }
    },
    {
      "id": "figueiro-2013",
      "title": "Comparisons of three practical field devices used to measure personal light exposures and activity levels",
      "authors": "Figueiro, Hamner, Bierman & Rea",
      "year": 2013,
      "doi": "10.1177/1477153512450453",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
      "status": "Peer reviewed",
      "devices": [
        "Daysimeter-S",
        "Daysimeter-D",
        "Actiwatch Spectrum"
      ],
      "metrics": [
        "Angular response",
        "Illuminance"
      ],
      "setting": "Laboratory + field",
      "reference": "Photopic V(λ), cosine response and calibrated near-eye Daysimeter measurements for placement comparisons.",
      "protocol": "Optical characterization and field comparisons: 12 adults over 65 wore Daysimeters at four body locations and a wrist Actiwatch; five days analyzed.",
      "finding": "Daysimeters performed better photometrically than Actiwatch Spectrum. Wrist measurements differed from near-cornea exposure.",
      "limitations": "Neither device qualified as a laboratory-grade photometer. Field evidence is from older adults; circadian light and stimulus are model-specific quantities, not CIE melanopic EDI.",
      "access": "Full text",
      "notes": "Five of seven days analyzed. Placement comparisons used Daysimeters; Actiwatch remained at the wrist.",
      "deviceMetrics": {
        "Daysimeter-S": [
          "Illuminance",
          "Angular response"
        ],
        "Daysimeter-D": [
          "Illuminance",
          "Angular response"
        ],
        "Actiwatch Spectrum": [
          "Illuminance",
          "Angular response"
        ]
      },
      "sourceLocator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison.",
      "provenance": {
        "researchFile": "data/classic-research.json",
        "sourceLocator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison."
      },
      "pubmedUrl": "https://pubmed.ncbi.nlm.nih.gov/24443644/",
      "venue": "lighting-research-technology",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "Daysimeter-S": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
          "sourceLocator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison."
        },
        "Daysimeter-D": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
          "sourceLocator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison."
        },
        "Actiwatch Spectrum": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
          "sourceLocator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison."
        }
      }
    },
    {
      "id": "price-2012",
      "title": "Performance assessment of commercial circadian personal exposure devices",
      "authors": "Price, Khazova & O’Hagan",
      "year": 2012,
      "doi": "10.1177/1477153511433171",
      "url": "https://doi.org/10.1177/1477153511433171",
      "status": "Peer reviewed",
      "devices": [
        "Actiwatch Spectrum"
      ],
      "metrics": [
        "Angular response"
      ],
      "setting": "Laboratory",
      "reference": "Optical characterization; abstract does not identify all reference instruments.",
      "protocol": "Sixteen Actiwatch Spectrum units were evaluated for spectral response, directional response and dynamic range.",
      "finding": "The paper reports optical performance and proposes calibration, deployment and analysis techniques for circadian studies.",
      "limitations": "Only the abstract was inspected for this record. It supports the scope of testing, but is insufficient for a quantitative accuracy judgment.",
      "access": "Abstract",
      "notes": "Metadata and abstract verified at the authors’ institution: https://researchportal.ukhsa.gov.uk/en/publications/performance-assessment-of-commercial-circadian-personal-exposure--2/ . Lighting Research & Technology 44(1), 17–26. Additional reported endpoints: Dynamic range.",
      "deviceMetrics": {
        "Actiwatch Spectrum": [
          "Angular response"
        ]
      },
      "sourceLocator": "Abstract: 16 units; spectral response, directional response and dynamic range.",
      "provenance": {
        "researchFile": "data/classic-research.json",
        "sourceLocator": "Abstract: 16 units; spectral response, directional response and dynamic range."
      },
      "venue": "lighting-research-technology",
      "evidenceType": "Characterisation",
      "developerRelationship": {
        "Actiwatch Spectrum": {
          "category": "Unclear",
          "reason": "Developer involvement has not been established from the inspected source. This is not a claim of independence.",
          "sourceUrl": "https://doi.org/10.1177/1477153511433171",
          "sourceLocator": "Abstract: 16 units; spectral response, directional response and dynamic range."
        }
      }
    },
    {
      "id": "bierman-2005",
      "title": "The Daysimeter: a device for measuring optical radiation as a stimulus for the human circadian system",
      "authors": "Bierman, Klein & Rea",
      "year": 2005,
      "doi": "10.1088/0957-0233/16/11/023",
      "url": "https://doi.org/10.1088/0957-0233/16/11/023",
      "status": "Peer reviewed",
      "devices": [
        "Daysimeter (2005 prototype)"
      ],
      "deviceMetrics": {
        "Daysimeter (2005 prototype)": [
          "Illuminance"
        ]
      },
      "metrics": [
        "Illuminance"
      ],
      "setting": "Laboratory",
      "evidenceType": "Characterisation",
      "reference": "Photo Research LRS 450 Light Standard; spectral matching against the photopic response.",
      "protocol": "Two prototypes were checked for spectral response. Linearity was tested against an integrating-sphere source with an approximately illuminant-A spectrum.",
      "finding": "Photopic spectral-mismatch values were 3.8% and 5.4%. The tested response departed from linearity by a few percent across roughly 3.5 decades of irradiance.",
      "limitations": "Partial full-text extraction from the indexed author PDF. The instrument’s higher advertised range was not tested. This record does not establish modern melanopic EDI accuracy.",
      "access": "Partial full text",
      "sourceLocator": "Author PDF, Section 3.1.3: Radiation measurement verification; Figure 3.",
      "notes": "Primary passage accessible through indexed PDF text; direct download failed. Additional endpoints await complete full-text inspection.",
      "provenance": {
        "audit": "data/search-audit.json",
        "checked": "2026-11-10",
        "inspectedSource": "https://www.lrc.rpi.edu/programs/daylighting/pdf/daysimeter2005.pdf"
      },
      "venue": "measurement-science-technology",
      "developerRelationship": {
        "Daysimeter (2005 prototype)": {
          "category": "Developer involved",
          "reason": "The authors describe development or characterisation of their own research instrument.",
          "sourceUrl": "https://doi.org/10.1088/0957-0233/16/11/023",
          "sourceLocator": "Author PDF, Section 3.1.3: Radiation measurement verification; Figure 3."
        }
      }
    }
  ],
  "devices": [
    {
      "id": "actigraph-wgt3x-bt",
      "name": "ActiGraph wGT3X-BT",
      "maker": "ActiGraph",
      "form": "",
      "description": "Exact model as named in the indexed literature.",
      "deviceType": "Commercial model",
      "family": "ActiGraph",
      "typeSourceStudyIds": [
        "ishihara-2025"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7).",
              "studyId": "ishihara-2025"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "no",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Device descriptions and melanopic measurement methods.",
              "studyId": "ishihara-2025"
            }
          ],
          "note": "The tested device provides no melanopic output in the cited study."
        }
      },
      "manufacturerGroup": "ActiGraph"
    },
    {
      "id": "actiwatch-unspecified",
      "name": "Actiwatch (model not reported)",
      "maker": "Philips Respironics",
      "form": "Wrist worn",
      "description": "The five-sensor comparison names Actiwatch without a model suffix. Its results are retained without inferring a model from appearance.",
      "deviceType": "Commercial model",
      "family": "Actiwatch",
      "typeSourceStudyIds": [
        "sah-2026"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00113-0",
              "locator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors.",
              "studyId": "sah-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Philips Respironics / Mini Mitter"
    },
    {
      "id": "actiwatch-2",
      "name": "Actiwatch 2",
      "maker": "Philips Respironics",
      "form": "",
      "description": "Actiwatch 2 model, distinct from Spectrum and Spectrum Plus.",
      "deviceType": "Commercial model",
      "family": "Actiwatch",
      "typeSourceStudyIds": [
        "howell-2021",
        "joyce-2020",
        "price-2017"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://onlinelibrary.wiley.com/doi/full/10.1111/opo.12860",
              "locator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5.",
              "studyId": "howell-2021"
            },
            {
              "url": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
              "locator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters.",
              "studyId": "joyce-2020"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Philips Respironics / Mini Mitter"
    },
    {
      "id": "actiwatch-spectrum",
      "name": "Actiwatch Spectrum",
      "maker": "Philips Respironics",
      "form": "",
      "description": "Original Spectrum model, distinct from Actiwatch 2 and Spectrum Plus.",
      "deviceType": "Commercial model",
      "family": "Actiwatch",
      "typeSourceStudyIds": [
        "ostrin-2017",
        "cao-2015",
        "markvart-2015",
        "figueiro-2013",
        "price-2012"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://doi.org/10.1097/OPX.0000000000001013",
              "locator": "Publisher abstract, Methods: calibration against a lux meter and UV sensor.",
              "studyId": "ostrin-2017"
            },
            {
              "url": "https://vbn.aau.dk/da/publications/comparison-and-correction-of-the-light-sensor-output-from-48-wear/",
              "locator": "Author-deposited abstract: study aim, device model and protocol.",
              "studyId": "markvart-2015"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
              "locator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison.",
              "studyId": "figueiro-2013"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Philips Respironics / Mini Mitter"
    },
    {
      "id": "actiwatch-spectrum-plus",
      "name": "Actiwatch Spectrum Plus",
      "maker": "Philips Respironics",
      "form": "",
      "description": "Spectrum Plus model; evidence for the original Spectrum or Spectrum Pro is not automatically transferred.",
      "deviceType": "Commercial model",
      "family": "Actiwatch",
      "typeSourceStudyIds": [
        "kore-2026",
        "shneor-2024",
        "bhandari-2021"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
              "studyId": "kore-2026"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8587946/",
              "locator": "Sections 2.2–2.3 and light-exposure results.",
              "studyId": "bhandari-2021"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "no",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Device descriptions and melanopic measurement methods.",
              "studyId": "kore-2026"
            }
          ],
          "note": "The tested device provides no melanopic output in the cited study."
        }
      },
      "manufacturerGroup": "Philips Respironics / Mini Mitter"
    },
    {
      "id": "actiwatch-spectrum-pro",
      "name": "Actiwatch Spectrum Pro",
      "maker": "Philips Respironics",
      "form": "Wrist worn",
      "description": "Spectrum Pro hardware, studied separately from Spectrum and Spectrum Plus.",
      "deviceType": "Commercial model",
      "family": "Actiwatch",
      "typeSourceStudyIds": [
        "nagra-2021"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://openaccess.city.ac.uk/id/eprint/25801/",
              "locator": "Abstract; Methods: illumination conditions and procedure; Results.",
              "studyId": "nagra-2021"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Philips Respironics / Mini Mitter"
    },
    {
      "id": "actlumus",
      "name": "ActLumus",
      "maker": "Condor Instruments",
      "form": "",
      "description": "Exact model as named in the indexed literature.",
      "deviceType": "Commercial model",
      "family": "",
      "typeSourceStudyIds": [
        "gemici-2026",
        "pilehchiha-2026",
        "sah-2026",
        "zauner-2026-placement",
        "ishihara-2025"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://arxiv.org/abs/2606.20719",
              "locator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance.",
              "studyId": "gemici-2026"
            },
            {
              "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
              "locator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
              "studyId": "pilehchiha-2026"
            },
            {
              "url": "https://www.nature.com/articles/s44323-026-00113-0",
              "locator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors.",
              "studyId": "sah-2026"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7).",
              "studyId": "ishihara-2025"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "yes",
          "sources": [
            {
              "url": "https://arxiv.org/abs/2606.20719",
              "locator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance.",
              "studyId": "gemici-2026"
            },
            {
              "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
              "locator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
              "studyId": "pilehchiha-2026"
            },
            {
              "url": "https://www.biorxiv.org/content/10.64898/2026.07.28.741277v1",
              "locator": "Author manuscript: Methods, Instruments, preprocessing and Results.",
              "studyId": "zauner-2026-placement"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        }
      },
      "manufacturerGroup": "Condor Instruments"
    },
    {
      "id": "acttrust",
      "name": "ActTrust",
      "maker": "Condor Instruments",
      "form": "",
      "description": "ActTrust model named in Price et al. (2017), distinct from ActTrust2.",
      "deviceType": "Commercial model",
      "family": "ActTrust",
      "typeSourceStudyIds": [
        "price-2017"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Condor Instruments"
    },
    {
      "id": "acttrust2",
      "name": "ActTrust2",
      "maker": "Condor Instruments",
      "form": "",
      "description": "ActTrust2 named in Gemici et al., distinct from the earlier ActTrust model.",
      "deviceType": "Commercial model",
      "family": "ActTrust",
      "typeSourceStudyIds": [
        "gemici-2026"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://arxiv.org/abs/2606.20719",
              "locator": "PDF pp. 6–7: Measurement setup; pp. 11–12: Results; Figure 2: A ActLumus mEDI, B ActLumus illuminance, C ActTrust2 illuminance.",
              "studyId": "gemici-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Condor Instruments"
    },
    {
      "id": "blue-iris-speck-v1-0",
      "name": "Blue Iris Speck v1.0",
      "maker": "Blue Iris Labs",
      "form": "",
      "description": "Version 1.0 tested in Kore et al. Findings are not transferred to Speck v2.0.",
      "deviceType": "Commercial model",
      "family": "",
      "typeSourceStudyIds": [
        "kore-2026"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
              "studyId": "kore-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
              "studyId": "kore-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        }
      },
      "manufacturerGroup": "Blue Iris Labs",
      "manufacturerSource": {
        "url": "https://www.pnnl.gov/main/publications/external/technical_reports/PNNL-34490.pdf",
        "locator": "Methods: manufacturer of Speck instruments."
      }
    },
    {
      "id": "clouclip-first-generation",
      "name": "Clouclip (first generation)",
      "maker": "Glasson Technology",
      "form": "Spectacle mounted",
      "description": "First-generation hardware explicitly identified by Wen et al. (2021).",
      "deviceType": "Commercial model",
      "family": "Clouclip",
      "typeSourceStudyIds": [
        "wen-2021"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://onlinelibrary.wiley.com/doi/10.1111/aos.14785",
              "locator": "Methods: Validation of Clouclip; light-intensity validation results.",
              "studyId": "wen-2021"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Glasson Technology"
    },
    {
      "id": "clouclip-second-generation",
      "name": "Clouclip (second generation)",
      "maker": "",
      "form": "",
      "description": "Second-generation units tested by Sarkar et al.; results are specific to the tested version.",
      "deviceType": "Commercial model",
      "family": "Clouclip",
      "typeSourceStudyIds": [
        "sarkar-2025",
        "howell-2021",
        "bhandari-2020"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11976500/",
              "locator": "Methods: Study 1 and device descriptions; Results: Validation of ambient illumination measurements, Figures 6–7; Discussion (repeatability).",
              "studyId": "sarkar-2025"
            },
            {
              "url": "https://onlinelibrary.wiley.com/doi/full/10.1111/opo.12860",
              "locator": "Methods: Devices employed and Validity; Results: Tables 2–4, Figures 3–5.",
              "studyId": "howell-2021"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7606561/",
              "locator": "Methods: Ambient illumination; Results: Figure 7.",
              "studyId": "bhandari-2020"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Glasson Technology"
    },
    {
      "id": "clouclip-unspecified",
      "name": "Clouclip (version not reported)",
      "maker": "Glasson Technology",
      "form": "Spectacle mounted",
      "description": "Used where the inspected paper does not identify the hardware generation. Evidence is not automatically transferred to a named revision.",
      "deviceType": "Commercial model",
      "family": "Clouclip",
      "typeSourceStudyIds": [
        "sah-2026",
        "wen-2023",
        "bhandari-2021"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00113-0",
              "locator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors.",
              "studyId": "sah-2026"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10759099/",
              "locator": "Methods: assessment of agreement; Results: mount-location comparisons.",
              "studyId": "wen-2023"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8587946/",
              "locator": "Sections 2.2–2.3 and light-exposure results.",
              "studyId": "bhandari-2021"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Glasson Technology"
    },
    {
      "id": "daysimeter-original",
      "name": "Daysimeter (2005 prototype)",
      "maker": "Lighting Research Center, Rensselaer Polytechnic Institute",
      "form": "Head mounted",
      "description": "Original two-channel prototype; kept separate from Daysimeter-S and Daysimeter-D.",
      "deviceType": "Research device",
      "family": "Daysimeter",
      "typeSourceStudyIds": [
        "bierman-2005"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://doi.org/10.1088/0957-0233/16/11/023",
              "locator": "Author PDF, Section 3.1.3: Radiation measurement verification; Figure 3.",
              "studyId": "bierman-2005"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Lighting Research Center"
    },
    {
      "id": "daysimeter-d",
      "name": "Daysimeter-D",
      "maker": "Lighting Research Center",
      "form": "",
      "description": "Daysimeter-D used at the wrist, torso and pendant positions in the indexed Figueiro et al. study.",
      "deviceType": "Research device",
      "family": "Daysimeter",
      "typeSourceStudyIds": [
        "figueiro-2013"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
              "locator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison.",
              "studyId": "figueiro-2013"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Lighting Research Center"
    },
    {
      "id": "daysimeter-s",
      "name": "Daysimeter-S",
      "maker": "Lighting Research Center",
      "form": "",
      "description": "Daysimeter-S used near the eye in the indexed Figueiro et al. field comparison.",
      "deviceType": "Research device",
      "family": "Daysimeter",
      "typeSourceStudyIds": [
        "figueiro-2013"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC3892948/",
              "locator": "§2.2.1, Figures 3–5: optical performance; §3.2–3.3, Figure 6: Daysimeter placement; Figure 7: wrist comparison.",
              "studyId": "figueiro-2013"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Lighting Research Center"
    },
    {
      "id": "geneactiv",
      "name": "GENEActiv",
      "maker": "Activinsights",
      "form": "",
      "description": "GENEActiv as named in Ishihara et al.; version not resolved. Kept separate from records explicitly naming GENEActiv Original.",
      "deviceType": "Commercial model",
      "family": "GENEActiv",
      "typeSourceStudyIds": [
        "sah-2026",
        "ishihara-2025"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00113-0",
              "locator": "Abstract; Results: Table 2; Introduction (scope); Methods: wearable sensors.",
              "studyId": "sah-2026"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7).",
              "studyId": "ishihara-2025"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "no",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Device descriptions and melanopic measurement methods.",
              "studyId": "ishihara-2025"
            }
          ],
          "note": "The tested device provides no melanopic output in the cited study."
        }
      },
      "manufacturerGroup": "Activinsights"
    },
    {
      "id": "geneactiv-original",
      "name": "GENEActiv Original",
      "maker": "Activinsights",
      "form": "",
      "description": "Original model explicitly named in the indexed studies. Evidence is not transferred to unspecified or later GENEActiv versions.",
      "deviceType": "Commercial model",
      "family": "GENEActiv",
      "typeSourceStudyIds": [
        "joyce-2020",
        "stone-2020",
        "price-2017"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pubmed.ncbi.nlm.nih.gov/31860938/",
              "locator": "Abstract: photometer comparison, LED/sunlight under-reading, saturation and neutral-density filters.",
              "studyId": "joyce-2020"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7445795/",
              "locator": "§2.1–2.4: devices, stimuli and protocol; Table 2 and Results: intensity accuracy, spectral/infrared effects and inter-device reliability.",
              "studyId": "stone-2020"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "Activinsights"
    },
    {
      "id": "kronowise",
      "name": "Kronowise",
      "maker": "University of Murcia / Kronohealth",
      "form": "Wrist worn",
      "description": "Three-channel ambulatory circadian monitoring device; calibration depends on light-source class.",
      "deviceType": "Commercial model",
      "family": "",
      "typeSourceStudyIds": [
        "arguelles-prieto-2019"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC6607467/",
              "locator": "Methods: calibration; Results: light-source classification and calibrated visible/circadian measurements.",
              "studyId": "arguelles-prieto-2019"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "not documented",
          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
        }
      },
      "manufacturerGroup": "University of Murcia / Kronohealth"
    },
    {
      "id": "lido",
      "name": "lido",
      "maker": "Lucerne School of Engineering and Architecture",
      "form": "",
      "description": "Light-Dosimeter (lido), as named in the indexed literature. Endpoints differ across its development paper and later cross-validation.",
      "deviceType": "Commercial model",
      "family": "",
      "typeSourceStudyIds": [
        "pilehchiha-2026",
        "stampfli-2023"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
              "locator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
              "studyId": "pilehchiha-2026"
            },
            {
              "url": "https://journals.sagepub.com/doi/10.1177/14771535221147140",
              "locator": "Sections 2.5 and 3.1; Figures 8–9 (illuminance/CCT/angular tests); Section 3.3 and Figures 10–11 (melanopic irradiance comparison).",
              "studyId": "stampfli-2023"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
              "locator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
              "studyId": "pilehchiha-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        }
      },
      "manufacturerGroup": "Lucerne School of Engineering and Architecture",
      "manufacturerSource": {
        "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1.full",
        "locator": "Methods: Experimental set-ups."
      }
    },
    {
      "id": "lys-button",
      "name": "LYS Button",
      "maker": "LYS Technologies",
      "form": "",
      "description": "Also called LYS. Evidence under both names is grouped here; study-specific hardware and endpoint details remain in each record.",
      "aliases": [
        "LYS"
      ],
      "aliasIds": [
        "lys"
      ],
      "deviceType": "Commercial model",
      "family": "",
      "typeSourceStudyIds": [
        "kore-2026",
        "ishihara-2025",
        "stevenson-2025"
      ],
      "reportedOutputs": {
        "Illuminance": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
              "studyId": "kore-2026"
            },
            {
              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC13396946/",
              "locator": "Methods: Laboratory assessment; Results: Figures 2–6 and Free-living comparison (Figure 7).",
              "studyId": "ishihara-2025"
            },
            {
              "url": "https://journals.sagepub.com/doi/10.1177/14771535251338582",
              "locator": "Sections 2.1–2.3; Tables 1–2; Section 3.",
              "studyId": "stevenson-2025"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.nature.com/articles/s44323-026-00088-y",
              "locator": "Results: Figures 2–3 (illuminance), 4–5 (Speck spectrum), 6 (melanopic EDI), 7 (angular response); Temperature dependence; Discussion limitations.",
              "studyId": "kore-2026"
            }
          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        }
      },
      "manufacturerGroup": "LYS Technologies"
    },
    {
      "id": "mohamed-spectrophotometer",
      "name": "Mohamed et al. spectrophotometer",
      "maker": "Monash University",
      "form": "Pendant / clip on",
      "description": "Research spectrophotometer described in 2021. This record does not assume equivalence to later branded hardware.",
      "deviceType": "Research device",
      "family": "",
      "typeSourceStudyIds": [
        "mohamed-2021"
      ],
      "reportedOutputs": {
        "Illuminance": {
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          "sources": [
            {
              "url": "https://research.monash.edu/en/publications/wearable-light-spectral-sensor-optimized-for-measuring-daily-%CE%B1-op/",
              "locator": "Sections 2.2 and 3; Table 1 (angular response), Table 2 and Figure 8 (source comparisons).",
              "studyId": "mohamed-2021"
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          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
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        "Melanopic EDI": {
          "status": "yes",
          "sources": [
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              "url": "https://research.monash.edu/en/publications/wearable-light-spectral-sensor-optimized-for-measuring-daily-%CE%B1-op/",
              "locator": "Sections 2.2 and 3; Table 1 (angular response), Table 2 and Figure 8 (source comparisons).",
              "studyId": "mohamed-2021"
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          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
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      "manufacturerGroup": "Monash University"
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              "locator": "Methods; Table 3; Figures 1–4.",
              "studyId": "falck-2021"
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          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
        "Melanopic EDI": {
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          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
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              "locator": "Methods: Phase 1/2 validation; Results: Figures 3–5 and Tables 2–4.",
              "studyId": "dhakal-2022"
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          ],
          "note": "The cited paper reports this quantity from the device or its documented calibration/processing workflow. This does not by itself establish accuracy."
        },
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          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
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        "Melanopic EDI": {
          "status": "yes",
          "sources": [
            {
              "url": "https://www.medrxiv.org/content/10.64898/2026.10.06.26364836v1",
              "locator": "Methods and device-specific illuminance, melanopic EDI and CCT comparisons; CCT reported only for lido and OcuWEAR.",
              "studyId": "pilehchiha-2026"
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        "locator": "Methods: Experimental set-ups."
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          "sources": [],
          "note": "This output has not been established in the inspected literature for this exact model; absence of documentation does not establish absence of capability."
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      "manufacturerGroup": "University of Manchester"
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