{"id":"W3179325635","doi":"10.1002/jso.26496","title":"Surgical data science and artificial intelligence for surgical education","year":2021,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Coaching; Medical physics","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":[0.00151742,0.0008862891,0.001222453,0.004274834,0.0004530462,0.00188432,0.0009459634,0.001972425,0.004151352],"category_scores_gemma":[0.003174719,0.0003261154,0.0009598982,0.004934792,0.001331609,0.003259907,0.001196878,0.003823139,0.001929407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409256,"about_ca_system_score_gemma":0.00301912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021442,"about_ca_topic_score_gemma":0.002881519,"domain_scores_codex":[0.9992499,0.0002068526,0.0001134466,0.00009701459,0.0002853999,0.00004737601],"domain_scores_gemma":[0.9970793,0.002031777,0.0002154428,0.00008166291,0.0004781431,0.0001136996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003104284,0.00005556694,0.000209238,0.02140331,0.0001170446,0.0001059444,0.0001207323,0.0004580553,0.0004590296,0.02093934,0.02576913,0.9303316],"study_design_scores_gemma":[0.00001088765,0.00006536089,0.000959734,0.01516154,0.0001008657,0.0008180047,0.0001143238,0.0001593596,0.0002473627,0.012256,0.970074,0.00003257879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005036502,0.9973989,0.0003229153,0.0006390877,0.0002760661,0.000007054411,0.00001347599,0.000006155936,0.001286024],"genre_scores_gemma":[0.0006021165,0.9978837,0.0004429946,0.0004201421,0.0002486101,0.0000106475,0.00002477253,0.000002285745,0.0003646773],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004274834,"threshold_uncertainty_score":0.01388764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5255264735072875,"score_gpt":0.5913008182958381,"score_spread":0.0657743447885506,"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."}}