{"id":"W4386279406","doi":"10.1093/milmed/usad253","title":"Prehospital Lessons From the War in Ukraine: Damage Control Resuscitation and Surgery Experiences From Point of Injury to Role 2","year":2023,"lang":"en","type":"article","venue":"Military Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Triage; Medicine; Medical emergency; Emergency medical services; Military medicine; Resuscitation; Intensive care medicine; Emergency medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166912,0.0002130878,0.000606299,0.0003273597,0.00007587113,0.000003434625,0.0001468487,0.00009511031,0.0001038054],"category_scores_gemma":[0.002882574,0.0001486261,0.00006462518,0.0008372742,0.000337696,0.0001624254,0.00005650847,0.0002126244,0.00001658892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006159521,"about_ca_system_score_gemma":0.00009459974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008006816,"about_ca_topic_score_gemma":0.001378419,"domain_scores_codex":[0.9977006,0.0002347188,0.0006987286,0.000471334,0.0005878842,0.000306682],"domain_scores_gemma":[0.9966282,0.002488862,0.00009634017,0.0004787903,0.0001248599,0.000182938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00394624,0.0002733094,0.378257,0.0001790689,0.0002134001,0.0002179243,0.4227635,0.00008803938,0.08201541,0.0000541078,0.04312197,0.06887008],"study_design_scores_gemma":[0.001873573,0.0004570095,0.8862507,0.0006632589,0.00007148353,0.000001309682,0.1074441,0.0008955099,0.001194933,0.000528728,0.0004879552,0.000131396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601662,0.005538236,0.00005056274,0.03272897,0.0003919496,0.0007818348,0.000193851,0.00007929099,0.00006915229],"genre_scores_gemma":[0.9970719,0.0005404133,0.0002306276,0.001259362,0.0003438694,0.000142051,0.0003636646,0.00002543388,0.00002272704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5079938,"threshold_uncertainty_score":0.9985989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139228491211204,"score_gpt":0.2997855302369064,"score_spread":0.2783932453247943,"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."}}