Toward scalable ambulatory light dosimetry: sensor-placement bias under naturalistic conditions
Zauner, J.; de Vries, S. W.; Didikoglu, A.; van Duijnhoven, J.; Spitschan, M.
Show abstract
BackgroundPersonal light dosimeters enable exposure assessment under free- living conditions, but sensors are rarely positioned near the eyes--the relevant site for visual and non-visual responses. Chest and wrist placement may improve adherence and scalability, yet placement-dependent error and its consequences for derived outcomes remain insufficiently characterised. ObjectiveTo quantify how chest and wrist placement affects time-resolved estimates of eye-level light exposure across naturalistic contexts and derived exposure metrics. MethodsWe analysed concurrent 10-s melanopic equivalent daylight illuminance measurements from identical dosimeter models at the glasses, chest, and wrist across eight sites in seven countries. Melanopic equivalent daylight illuminance was compared at two analytical scales. Generalised additive mixed models quantified time-resolved placement error across contexts (N=787 participant-days), and mixed- effects models compared 54 daily metrics (N=604 participant-days). Hierarchical bootstrap resampling quantified the precision of population-average metric bias across participant numbers and monitoring durations. ResultsBody-worn dosimeters generally underestimated eye-level exposure. Across categorical contexts, estimated mean errors ranged from -23.1% to -4.2% at the chest and from -54.7% to -30.3% at the wrist, with larger errors generally observed at night. Nineteen of 54 chest-derived and 27 of 54 wrist-derived metrics differed nominally from glasses. Among these, median absolute bias was 5% at both placements, but maxima reached 50% and 84%, respectively. Timing outcomes were comparatively insensitive, whereas level and temporal-dynamics outcomes were more sensitive. With seven days per participant, the class-median bias standard deviation reached the 5% precision tolerance with 2-16 participants for all classes except temporal dynamics, which required 33 at the chest and 59 at the wrist. SignificanceDosimeter-placement validity depends on analytical scale and exposure construct. Chest placement can support scalable studies focused on aggregated timing or duration outcomes, whereas wrist placement introduces greater and less predictable bias. Near-eye measurement remains preferable for small- sample studies, time-resolved exposure levels and temporal-dynamics analyses.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Methodological issues in visible LED therapy dermatological research and reporting 94%
- The impact of heating, ventilation, and air conditioning design features on the transmission of viruses, including the 2019 novel coronavirus: a systematic review of ultraviolet radiation 91%
- UV Decontamination of Personal Protective Equipment with Idle Laboratory Biosafety Cabinets During the COVID-19 Pandemic 91%
Similar papers in this journal
- Ocular and Facial Far-UVC Doses from Ceiling-Mounted 222 nm Far-UVC Fixtures 94%
- The effects of Far-UVC irradiation on the presence and concentration of ESKAPEE pathogens on hospital surfaces: study protocol for a multi-site, double-blinded randomized controlled trial in La Paz, Bolivia 92%
- 222 nm Far-UVC from filtered Krypton-Chloride excimer lamps does not cause eye irritation when deployed in a simulated office environment 92%
Similar papers in this journal
- A satellite-based spatio-temporal machine learning model to reconstruct daily PM2.5 concentrations across Great Britain 89%
- Spectral estimation of in-vivo wheat chlorophyll a/b ratio under contrasting water availabilities 85%
- Classification of daily crop phenology in PhenoCams using deep learning and hidden markov models 85%
Similar papers in this journal
- Scalable, effective, and rapid decontamination of SARS-CoV-2 contaminated N95 respirators using germicidal ultra-violet C (UVC) irradiation device 92%
- Nonuniform UV-C dose across N95 facepieces can cause 2.9-log variation in SARS-CoV-2 inactivation 92%
- Light of both high and low melanopic illuminance improves alertness and attention during daytime 90%
Similar papers in this journal
- Towards the next phase: evaluation of serological assays for diagnostics and exposure assessment. 89%
- Detection of Air and Surface Contamination by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) in Hospital Rooms of Infected Patients 88%
- Novel subthreshold retinal laser treatment with ERG-based thermal dosimetry activates hormetic heat response in pig RPE in vivo 88%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.