{"id":"W1984031643","doi":"10.1503/cjs.019713","title":"The integration of minimally invasive surgery in surgical practice in a Canadian setting: results from 2 consecutive province-wide practice surveys of general surgeons over a 5-year period","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Health Sciences Centre; University of Toronto; Hôpital Saint-François d'Assise; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Confidence interval; Odds ratio; General surgery; Surgery; Internal medicine","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":[0.002102906,0.0003268758,0.0003315952,0.001620946,0.001637559,0.001090948,0.001118382,0.0005386437,0.001274966],"category_scores_gemma":[0.006179311,0.0003155407,0.0006525369,0.004353829,0.0007734196,0.0004984144,0.001194329,0.0006065556,0.0001520816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02654901,"about_ca_system_score_gemma":0.02723225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9903163,"about_ca_topic_score_gemma":0.9927883,"domain_scores_codex":[0.9980793,0.0002725711,0.0001815074,0.0002381215,0.0007648098,0.0004635892],"domain_scores_gemma":[0.9927725,0.0006057417,0.001871353,0.0001477106,0.003163256,0.001439527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005083093,0.0000333112,0.9942282,0.00008063245,0.00003312581,0.00003388153,0.001677638,0.0000685862,0.000118821,0.00002067074,0.0004099433,0.003244222],"study_design_scores_gemma":[0.00000286899,0.00003153875,0.9981065,0.00002026566,0.000005716562,0.00001767533,0.001416983,0.0001197635,0.00001909087,0.000002261404,0.0002517119,0.000005520186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954476,0.0004651314,0.0001302573,0.0002389148,0.000007659218,0.0001070267,0.002778291,0.000009615795,0.0008154907],"genre_scores_gemma":[0.9977384,0.000319367,0.0003265342,0.000114602,0.000003998107,0.00005071213,0.001133321,0.000003160764,0.0003097956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02654901,"threshold_uncertainty_score":0.1926274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06485992058832057,"score_gpt":0.3054011876985283,"score_spread":0.2405412671102077,"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."}}