{"id":"W2057883322","doi":"10.3129/i09-075","title":"Discussing resident participation in cataract surgery","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cataract surgery; Medicine; Observational study; Informed consent; Prospective cohort study; General surgery; Family medicine; Surgery; Alternative medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005617693,0.0001069999,0.0004353782,0.0005618198,0.00008518185,0.00001067681,0.00006221658,0.0001087862,0.000441033],"category_scores_gemma":[0.0005607705,0.00008626237,0.0001092801,0.0002075867,0.0001091699,0.0001354025,0.000004212724,0.0002715087,0.00001289117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733443,"about_ca_system_score_gemma":0.0008611656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090978,"about_ca_topic_score_gemma":0.0001362152,"domain_scores_codex":[0.9988109,0.0001163122,0.0004958601,0.0001094836,0.00009141078,0.0003760176],"domain_scores_gemma":[0.999086,0.0001328005,0.0001847566,0.0001095512,0.0001012353,0.0003856981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001517115,0.000112562,0.9563657,0.00001331378,0.0000316739,0.04118873,0.0005161111,0.00001220849,0.00007764495,0.00006339425,0.0009568424,0.0005100979],"study_design_scores_gemma":[0.0003595561,0.001187233,0.9157182,0.0001275082,0.00003618343,0.08156864,0.0001595289,0.00000520534,0.00009106496,0.0005998518,0.00007471593,0.00007233195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991024,0.0007609266,0.000003308629,0.004471425,0.0003929685,0.00007957607,0.00000146899,0.000001986176,0.003264363],"genre_scores_gemma":[0.999231,0.000007124559,0.00005969763,0.0001634566,0.0001418787,0.000001306594,0.000004205084,0.000006616042,0.0003847077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04064753,"threshold_uncertainty_score":0.4829002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663156419987247,"score_gpt":0.3845491210160625,"score_spread":0.3182334790173378,"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."}}