{"id":"W3090575769","doi":"10.1503/cjs.011219","title":"Patterns of complex emergency general surgery in Canada","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Calgary Laboratory Services; Vancouver General Hospital; Hamilton General Hospital; University of Calgary; William Osler Health System; Queen Elizabeth II Health Sciences Centre; University of Alberta; University of British Columbia; Dalhousie University; Western University","funders":"","keywords":"Medicine; Medical emergency; Emergency surgery; General surgery; Emergency medicine; 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":[0.0002554532,0.0002251785,0.0002131364,0.001309519,0.001755672,0.0009865833,0.0008813685,0.0003555545,0.004597249],"category_scores_gemma":[0.002038638,0.0002725924,0.0003136726,0.003682473,0.0007973524,0.0003130262,0.001385729,0.0006691167,0.0001947429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01953987,"about_ca_system_score_gemma":0.03095535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9636698,"about_ca_topic_score_gemma":0.9811509,"domain_scores_codex":[0.9989809,0.00005069342,0.0000786243,0.0001525954,0.0003172178,0.0004198613],"domain_scores_gemma":[0.996927,0.0001086066,0.001112787,0.00006157735,0.000839653,0.0009504068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000232054,0.00001838009,0.9915502,0.00004818839,0.00001957276,0.0002696498,0.0005329394,0.00008709063,0.00014627,0.0001958517,0.002277231,0.004831406],"study_design_scores_gemma":[0.000004054474,0.00001622845,0.9960918,0.00006521025,0.000005365796,0.0003590941,0.001755966,0.0001856006,0.00003256027,0.00004778448,0.001427021,0.000009230699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853083,0.001345502,0.0001925297,0.002028322,0.00004473216,0.0001056801,0.004040112,0.00003111428,0.006903714],"genre_scores_gemma":[0.996865,0.0009681942,0.0001780096,0.0003335532,0.00001310051,0.00001882046,0.0009464491,0.000006616564,0.000670356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03633016,"threshold_uncertainty_score":0.1417723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09587410369296882,"score_gpt":0.2494932914413141,"score_spread":0.1536191877483453,"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."}}