{"id":"W3127793716","doi":"10.1111/opo.12785","title":"Assessing optimal colour and illumination to facilitate reading","year":2021,"lang":"en","type":"article","venue":"Ophthalmic and Physiological Optics","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Intégré de Santé et de Services Sociaux des Laurentides; Santé Montérégie; Université de Montréal; Concordia University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre de réadaptation Lethbridge-Layton-Mackay; Centre intégré de santé et de services sociaux de la Montérégie-Centre; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Visually impaired; Reading (process); Low vision; Audiology; Contrast (vision); Visual impairment; Visual acuity; Medicine; Psychology; Ophthalmology; Optometry; Computer vision; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008625877,0.0004379913,0.000304334,0.001080634,0.0005007039,0.0006923481,0.0003239509,0.0005435722,0.005765585],"category_scores_gemma":[0.003819197,0.000109262,0.0003251081,0.0004365995,0.0002748362,0.0008478137,0.0004505549,0.0005486484,0.0007174634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945244,"about_ca_system_score_gemma":0.000536907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375976,"about_ca_topic_score_gemma":0.004274412,"domain_scores_codex":[0.999579,0.0001507186,0.00006443803,0.00005026365,0.00009273149,0.00006288004],"domain_scores_gemma":[0.9987707,0.0003900316,0.0002027544,0.00006552933,0.0004521058,0.0001189163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002534362,0.002313268,0.5317764,0.001293377,0.0001866869,0.003738628,0.004236352,0.001582975,0.07057095,0.002365587,0.008529829,0.3708716],"study_design_scores_gemma":[0.0001287732,0.004584753,0.9081485,0.000664952,0.0002914467,0.01079156,0.005282247,0.00232067,0.05557668,0.002768215,0.009319183,0.0001230644],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604154,0.001696819,0.007848674,0.0006385819,0.00009212031,0.0003701899,0.000303772,0.0001201795,0.02851435],"genre_scores_gemma":[0.9842046,0.0009514465,0.0102446,0.0002654335,0.00002284496,0.00007299659,0.00008750673,0.00002865619,0.0041219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005765585,"threshold_uncertainty_score":0.01928782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564329713741387,"score_gpt":0.3907799948578384,"score_spread":0.2343470234836997,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}