{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001252863,0.0001368127,0.0003093946,0.00002925139,0.0001886336,0.00003880475,0.00002447483,0.0001108274,0.00004848684],"category_scores_gemma":[0.0002962264,0.000105101,0.00003620998,0.0001122914,0.0001571394,0.0001007636,0.0001375695,0.0001557953,0.00001263997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000175201,"about_ca_system_score_gemma":0.00002268987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002269544,"about_ca_topic_score_gemma":4.312371e-8,"domain_scores_codex":[0.9991754,0.00005907015,0.0001605657,0.0003052574,0.00008492623,0.0002147979],"domain_scores_gemma":[0.9994743,0.000146297,0.00003382711,0.00009343827,0.000105091,0.0001469899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008712023,0.002151372,0.152362,0.000863634,0.0005243176,0.002474857,0.003905834,0.0001696832,0.8084639,0.007047511,0.001263937,0.01990181],"study_design_scores_gemma":[0.000696906,0.002522847,0.989037,0.0001238984,0.00008620825,0.00117723,0.002552316,0.000888202,0.001888927,0.0006093649,0.0001997296,0.0002174213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958354,0.0002282411,0.0001391246,0.0008124824,0.00007107422,0.0001390679,0.000005386,0.00002500753,0.002744206],"genre_scores_gemma":[0.9921656,0.0001539008,0.005906794,0.0003769295,0.00006038535,0.000009340028,0.00002039028,0.000006551326,0.001300138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.836675,"threshold_uncertainty_score":0.4285892,"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."}}