{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001295235,0.0001246848,0.0005433109,0.0005048293,0.00006200229,0.000004090228,0.0001160216,0.00003351042,0.0004196506],"category_scores_gemma":[0.001517275,0.00009198193,0.0001567126,0.0006939208,0.00005179142,0.00008434054,0.000006765404,0.000213404,0.000001136747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117553,"about_ca_system_score_gemma":0.01506133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9220471,"about_ca_topic_score_gemma":0.9980286,"domain_scores_codex":[0.9979236,0.0001771677,0.001041787,0.0001110125,0.0003863638,0.000360078],"domain_scores_gemma":[0.9984356,0.000392407,0.0002532052,0.0001579779,0.0004326762,0.0003281015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004335558,0.00006503888,0.9304595,0.00002358629,0.00009095373,0.0007278358,0.00290522,0.00001114853,0.00001162257,0.000007102376,0.06440114,0.001253468],"study_design_scores_gemma":[0.0002671917,0.00003407657,0.9881717,0.0001086367,0.00004360988,0.00002674457,0.007375002,0.00001592782,0.000007181851,0.000009273401,0.003858005,0.00008267583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931924,0.001674234,9.070301e-7,0.002586673,0.00212435,0.0001474327,0.00001709149,9.805576e-7,0.0002559679],"genre_scores_gemma":[0.9988227,0.0001227108,0.00001120107,0.0004584019,0.000530205,0.000004655434,0.000004137581,0.00001067464,0.00003534924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07598145,"threshold_uncertainty_score":0.9905223,"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."}}