{"id":"W2887235713","doi":"10.1503/cjs.013517","title":"A day in the life of emergency general surgery in Canada: a multicentre observational study","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Observational study; Population; Case mix index; Perforation; Medical emergency; General surgery; Emergency medicine; Nursing; Environmental health","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":[0.001103554,0.0004668815,0.0006988025,0.001434563,0.003911694,0.002045535,0.001898307,0.0008591122,0.001878378],"category_scores_gemma":[0.003481478,0.0005886108,0.0009271337,0.005672613,0.00131364,0.0009447617,0.001916351,0.001939095,0.0002538929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02579096,"about_ca_system_score_gemma":0.03586593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9653414,"about_ca_topic_score_gemma":0.9768773,"domain_scores_codex":[0.9980551,0.0001728179,0.0002057656,0.000303384,0.0006645541,0.0005983734],"domain_scores_gemma":[0.9954585,0.0002524337,0.001552532,0.0001403678,0.001217259,0.001378905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003787049,0.00004814961,0.9977527,0.00004237048,0.00003502621,0.00007229594,0.0006874906,0.00002221096,0.00003805433,0.00003513708,0.0005358691,0.0006927807],"study_design_scores_gemma":[0.000009696289,0.00004363528,0.9966362,0.00006290747,0.00002527011,0.00009106072,0.002449363,0.000133573,0.0000121374,0.00001827291,0.00050494,0.00001298927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940994,0.0006647625,0.00006348954,0.0004601168,0.0000160529,0.0001159524,0.003395748,0.000005220552,0.001179349],"genre_scores_gemma":[0.9967175,0.0006437215,0.0001950391,0.0003674586,0.00001533069,0.00005492555,0.001761522,0.000005633056,0.0002388257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03465861,"threshold_uncertainty_score":0.1871274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936814704294516,"score_gpt":0.3091878708071394,"score_spread":0.1155064003776878,"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."}}