{"id":"W4226336942","doi":"10.1097/shk.0000000000001539","title":"Time to Hemorrhage Control in a Hybrid ER System: Is It Time to Change?","year":2020,"lang":"en","type":"article","venue":"Shock","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Foothills Medical Centre; Canadian Armed Forces; University of Calgary","funders":"","keywords":"Medicine; Resuscitation; Limiting; Medical emergency; Intensive care medicine; Major trauma; Operations management; Emergency medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004243602,0.0002936138,0.0005155101,0.0005381954,0.000838535,0.003493448,0.001108053,0.0008555953,0.008956356],"category_scores_gemma":[0.01848412,0.0001239877,0.0005285847,0.0006258469,0.0006063721,0.002834805,0.001796906,0.001609282,0.001173852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181576,"about_ca_system_score_gemma":0.003016333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002421013,"about_ca_topic_score_gemma":0.003062444,"domain_scores_codex":[0.9972753,0.001143986,0.0002846451,0.0002448607,0.0005332549,0.0005180505],"domain_scores_gemma":[0.9920195,0.001939682,0.002076796,0.0003172137,0.001791645,0.001855174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00294752,0.001657504,0.1098547,0.002267374,0.0004530551,0.001254632,0.001288766,0.004072807,0.001498874,0.01793457,0.06520185,0.7915684],"study_design_scores_gemma":[0.001532655,0.01171412,0.2927343,0.007766394,0.00203443,0.00719981,0.02285548,0.02632562,0.008624309,0.06201445,0.5566821,0.0005163747],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5928539,0.06044059,0.03670711,0.211107,0.008570724,0.0006783752,0.001805483,0.001092507,0.08674433],"genre_scores_gemma":[0.9680533,0.00834508,0.00751399,0.009862161,0.00157978,0.0002155858,0.0005749515,0.00008570662,0.003769508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008956356,"threshold_uncertainty_score":0.02996194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856364133400383,"score_gpt":0.2523395265814474,"score_spread":0.2337758852474436,"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."}}