{"id":"W4323357651","doi":"10.1503/cjs.012622","title":"Paul Greig, MD – Professor of Surgery, University of Toronto","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0004579131,0.000697559,0.0005671427,0.0009073738,0.001309471,0.001585416,0.000536314,0.001346355,0.08024918],"category_scores_gemma":[0.003451388,0.0005103034,0.0002524605,0.0006913887,0.0007941574,0.0009782568,0.0005669082,0.002512274,0.01624978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006456496,"about_ca_system_score_gemma":0.008884089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1056365,"about_ca_topic_score_gemma":0.2176788,"domain_scores_codex":[0.9994273,0.00003710375,0.00003339709,0.000126076,0.0002564416,0.000119782],"domain_scores_gemma":[0.9970936,0.0002676595,0.000126722,0.00004668587,0.0006909046,0.001774395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006221917,0.00001867442,0.003794725,0.0002652206,0.00001982222,0.0006241087,0.0002158098,0.0002676706,0.000349408,0.001198762,0.9288314,0.0643521],"study_design_scores_gemma":[0.00005065586,0.00007217626,0.01105995,0.0007145969,0.00003165214,0.006242304,0.000577057,0.0004284379,0.0006265436,0.001323908,0.9788098,0.00006282796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01728066,0.2016643,0.003225506,0.394914,0.07809485,0.0001935415,0.002946123,0.001162474,0.3005185],"genre_scores_gemma":[0.1506166,0.194496,0.003172528,0.03615685,0.0185742,0.00009978018,0.001683036,0.0003677938,0.5948332],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1056365,"threshold_uncertainty_score":0.2684603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0645779459907488,"score_gpt":0.2297043873836705,"score_spread":0.1651264413929218,"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."}}