{"id":"W3012214459","doi":"10.1097/shk.0000000000001539","title":"Time to Hemorrhage Control in a Hybrid ER System: Is It Time to Change?","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":6,"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; Intensive care medicine; Medical emergency; Major trauma; Damage control; Reimbursement; Emergency medicine; Surgery; Health care; 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":[0.003940833,0.0002884796,0.0005935101,0.0005667258,0.0009419826,0.003311625,0.001023805,0.0008621188,0.01116776],"category_scores_gemma":[0.01978363,0.0001296727,0.0006618006,0.0007636325,0.0005578059,0.003068538,0.00145496,0.001698396,0.001780261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005549,"about_ca_system_score_gemma":0.004102588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002129842,"about_ca_topic_score_gemma":0.002974259,"domain_scores_codex":[0.9974704,0.001025639,0.0003270429,0.0002437077,0.0005474705,0.0003858998],"domain_scores_gemma":[0.9914882,0.002482493,0.002137079,0.0003291476,0.002161623,0.001401434],"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":[0.002954241,0.0009831274,0.06394742,0.004317757,0.0005161681,0.001157168,0.001088251,0.001667651,0.001336314,0.01137208,0.08875927,0.8219005],"study_design_scores_gemma":[0.002028749,0.008979149,0.217538,0.01213042,0.003100284,0.007534162,0.01727885,0.01074255,0.007347442,0.04090331,0.6719463,0.0004707035],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.414652,0.1681522,0.03035446,0.2713211,0.01631763,0.001071436,0.003240585,0.001184478,0.0937062],"genre_scores_gemma":[0.9173688,0.04067354,0.0111621,0.01934333,0.003252858,0.0004617247,0.00183321,0.0001288968,0.005775534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01116776,"threshold_uncertainty_score":0.03735989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887448312056176,"score_gpt":0.2471721651423705,"score_spread":0.2182976820218087,"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."}}