{"id":"W3016624364","doi":"10.1097/opx.0000000000001499","title":"Comparison of Two Lighting Assessment Methods when Reading with Low Vision","year":2020,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"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 de Santé et de Services Sociaux des Laurentides; Université de Montréal; Santé Montérégie; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Reading (process); Illuminance; LED lamp; Optometry; Reading rate; Color temperature; Low vision; Psychology; Computer science; Medicine; Engineering; Materials science; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00868379,0.0005887855,0.0007139539,0.001344412,0.0003091134,0.0008017783,0.0006256832,0.0005756038,0.003380913],"category_scores_gemma":[0.03257812,0.0002842796,0.001011109,0.000682566,0.0003971667,0.001199303,0.0008031918,0.0005950349,0.0005611104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005584618,"about_ca_system_score_gemma":0.0004473306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009704331,"about_ca_topic_score_gemma":0.002635102,"domain_scores_codex":[0.989382,0.006996491,0.000910764,0.0004617544,0.002062203,0.0001867296],"domain_scores_gemma":[0.9796046,0.01431087,0.002233781,0.0006729853,0.002626905,0.0005509164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.104423,0.004212266,0.2368072,0.003932121,0.001286392,0.0001896521,0.003154058,0.001253441,0.01221524,0.0005359621,0.001883549,0.6301071],"study_design_scores_gemma":[0.005753898,0.07057256,0.8839741,0.001361342,0.002133407,0.0008027008,0.003745127,0.009259614,0.01604138,0.0009647937,0.004998503,0.0003924946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784498,0.002804824,0.0121908,0.0001816809,0.000254375,0.001245266,0.0002810799,0.0001579613,0.004434221],"genre_scores_gemma":[0.9713287,0.001012939,0.02446732,0.00007892658,0.00005704115,0.001494299,0.0002116674,0.00004277615,0.001306356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00868379,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06539466699796041,"score_gpt":0.591021988397919,"score_spread":0.5256273213999586,"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."}}