{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001516788,0.0004151485,0.0005395959,0.0001741498,0.0002317154,0.0005320289,0.0003759783,0.0005095286,0.003504721],"category_scores_gemma":[0.003314572,0.0001397649,0.0008490446,0.0002225269,0.0003645185,0.000422465,0.000333569,0.0006251718,0.0002194347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933166,"about_ca_system_score_gemma":0.0003278818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007910633,"about_ca_topic_score_gemma":0.001287192,"domain_scores_codex":[0.9991894,0.0003770804,0.00008388715,0.0001137815,0.0001449761,0.00009088789],"domain_scores_gemma":[0.9979546,0.0009828889,0.0005537166,0.0001035206,0.0001285492,0.0002766444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4980294,0.02948449,0.2517133,0.002465481,0.003306245,0.0002112782,0.0003433563,0.0005850514,0.02481476,0.00009071687,0.0009338914,0.1880221],"study_design_scores_gemma":[0.008537455,0.4451002,0.5372847,0.0001349464,0.001506748,0.0002051418,0.0001667173,0.0005151234,0.005372913,0.00004519129,0.001097969,0.00003288862],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983961,0.000963112,0.000063463,0.00004143498,0.00002521583,0.00007974997,0.00008066218,0.000005139436,0.0003449925],"genre_scores_gemma":[0.9988768,0.0002461257,0.0002567473,0.00005349554,0.00003475511,0.00007432391,0.00006138426,0.00000176794,0.000394645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003504721,"threshold_uncertainty_score":0.01172447,"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."}}