{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317981,0.00008764705,0.0004801742,0.0006221463,0.00008987011,0.00001381143,0.0001779543,0.0001203724,0.0003628029],"category_scores_gemma":[0.0003086637,0.0000893683,0.0002039284,0.0004775326,0.00008195794,0.0004409127,0.00002471308,0.0001170217,0.00002020247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009715141,"about_ca_system_score_gemma":0.001306439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2914754,"about_ca_topic_score_gemma":0.3506811,"domain_scores_codex":[0.9989218,0.00002665727,0.0004896168,0.00009018832,0.0001571881,0.000314572],"domain_scores_gemma":[0.9984326,0.0001779213,0.0007081431,0.0001601896,0.0004451787,0.00007593574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002465446,0.00001485464,0.6413788,0.0007704805,0.00008693092,0.0009359067,0.0001056553,0.000002890628,0.00009130729,0.003461508,0.3203929,0.03273411],"study_design_scores_gemma":[0.0001712331,0.000009546159,0.2899797,0.0006601891,0.00003917006,0.00003599783,0.002911986,0.00002500937,0.00005417527,0.000724054,0.7051886,0.0002003384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932235,0.0009743527,0.000008858869,0.002642571,0.001433601,0.00007053136,0.0000120038,0.00002029938,0.001614275],"genre_scores_gemma":[0.9991679,0.0001535928,0.000007409893,0.0000936147,0.0002999287,1.753394e-7,0.000006261614,0.00001354954,0.000257544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847957,"threshold_uncertainty_score":0.7132428,"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."}}