{"id":"W2894927277","doi":"10.1159/000492538","title":"Success Rates for Retinal Detachment Repair in Alberta: A Physician Learning Program Initiative","year":2018,"lang":"en","type":"article","venue":"Ophthalmologica","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; Rockyview General Hospital; University of Calgary; University of Alberta","funders":"","keywords":"Retinal detachment; Scleral buckle; Vitrectomy; Medicine; Ophthalmology; Retinal; Retina; Optometry; Visual acuity; Scleral buckling; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000372453,0.000173429,0.0003633223,0.00007843335,0.0001215663,0.00001420114,0.00007412664,0.00009897826,0.0001166086],"category_scores_gemma":[0.0004684261,0.0001269426,0.0001911619,0.0002494001,0.0001715609,0.00006439805,0.00005420559,0.000205651,0.00004669181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004770343,"about_ca_system_score_gemma":0.00005587425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001181875,"about_ca_topic_score_gemma":0.000008663498,"domain_scores_codex":[0.998714,0.0001151572,0.0002618783,0.0003768815,0.0001478278,0.0003842523],"domain_scores_gemma":[0.9992268,0.0002566187,0.0001160252,0.0001566051,0.0001561165,0.00008779975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002996305,0.001673004,0.9706804,0.0002850843,0.0001746826,0.001367481,0.0008807487,0.000004370888,0.002197136,0.000634552,0.001593389,0.0175129],"study_design_scores_gemma":[0.002231406,0.01454531,0.9105433,0.0005834153,0.0001514213,0.000905142,0.0006405076,0.001519986,0.009947892,0.001621329,0.05673867,0.0005716102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649661,0.00008640999,0.00002382758,0.000877317,0.0000981084,0.0009748132,0.000002593774,0.0001000859,0.03287078],"genre_scores_gemma":[0.9936084,0.000009780894,0.003121929,0.0004056912,0.0002701759,0.0004812086,0.00004653257,0.00001784929,0.002038404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06013704,"threshold_uncertainty_score":0.5176569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435837814802072,"score_gpt":0.3740106189335812,"score_spread":0.3296522407855604,"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."}}