{"id":"W2970971830","doi":"10.1117/12.2529439","title":"Comparison of the efficacy of three direct ophthalmoscopes: a clinical study","year":2019,"lang":"en","type":"article","venue":"","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Exfo Electro-Optical Engineering (Canada); University of Waterloo","funders":"","keywords":"GLARE; Optometry; Medicine; Magnification; Ophthalmology; Usability; Eye examination; Software portability; Visual field; Computer science; Artificial intelligence; Visual acuity; Materials science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002538752,0.0007630443,0.0009926306,0.001100858,0.0003190737,0.0004966811,0.0004550644,0.0008988956,0.001522119],"category_scores_gemma":[0.007420196,0.0002825417,0.0007982673,0.0005871312,0.0007422291,0.001108034,0.0005109561,0.0005853446,0.0003360478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004269911,"about_ca_system_score_gemma":0.0002705818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000336085,"about_ca_topic_score_gemma":0.0004576751,"domain_scores_codex":[0.9978456,0.0007067209,0.000345682,0.0003114886,0.0006763196,0.0001141332],"domain_scores_gemma":[0.9928823,0.003485111,0.001316314,0.0003701533,0.0009116878,0.001034408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1048859,0.0188013,0.676644,0.002240409,0.001768673,0.003227615,0.002355618,0.00111065,0.03005886,0.0002269658,0.0008733984,0.1578066],"study_design_scores_gemma":[0.004657957,0.2135765,0.7691606,0.00008340228,0.0008702892,0.0036674,0.0007194209,0.001199177,0.004318205,0.0001037087,0.001522753,0.0001207729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971257,0.001670913,0.0001744172,0.0000252389,0.00001289797,0.0001264973,0.00007279274,0.000006853564,0.0007846344],"genre_scores_gemma":[0.9978749,0.0007793874,0.0005589827,0.00007165685,0.00007448647,0.0001059323,0.0002089029,0.000005839029,0.0003200202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002538752,"threshold_uncertainty_score":0.01342636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3734991590124164,"score_gpt":0.6203010450518813,"score_spread":0.2468018860394649,"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."}}