{"id":"W2889290626","doi":"10.1097/opx.0000000000001262","title":"The Effect of a Head‐mounted Low Vision Device on Visual Function","year":2018,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre intégré de santé et de services sociaux de la Montérégie-Centre; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; 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; MAB-Mackay Rehabilitation Centre","funders":"Mitacs","keywords":"Visual acuity; Optometry; Contrast (vision); Medicine; Veterans Affairs; Low vision; Chart; Visual impairment; Visual field; Ophthalmology; Audiology; Artificial intelligence; Computer science; Mathematics","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":[0.001868359,0.0001209288,0.0002075214,0.0002398343,0.0009226085,0.00003809606,0.0001061667,0.00006040051,0.00003232859],"category_scores_gemma":[0.0006176375,0.00006306647,0.0000407317,0.001291831,0.001586684,0.0001951031,0.000124545,0.0001281093,0.00005840477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002431893,"about_ca_system_score_gemma":0.00002619198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000369946,"about_ca_topic_score_gemma":2.785964e-7,"domain_scores_codex":[0.9987066,0.00008246235,0.0001853602,0.0003150949,0.000467681,0.000242759],"domain_scores_gemma":[0.9988853,0.0005427785,0.00008543747,0.0002037425,0.000179169,0.0001035763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01150462,0.0008040501,0.6845435,0.000338532,0.00006830959,0.000008504254,0.0003109454,0.000001151861,0.1895155,0.0002207889,0.0007459744,0.1119381],"study_design_scores_gemma":[0.001244248,0.05365896,0.8906427,0.0003531631,0.00003671584,0.00003340844,0.0001004327,0.001708962,0.05159574,0.00001333879,0.0005329506,0.00007936345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974554,0.0001415503,0.00009603974,0.000341789,0.0004311179,0.0002337453,8.109296e-7,0.0000212227,0.001278303],"genre_scores_gemma":[0.999387,0.00002969913,0.00002870788,0.0001952407,0.0000886308,0.000004940256,8.281632e-7,0.000004628547,0.0002603214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2060992,"threshold_uncertainty_score":0.7096052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769043486209316,"score_gpt":0.4992512517334133,"score_spread":0.4815608168713202,"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."}}