{"id":"W4407987238","doi":"10.1001/jamasurg.2024.7245","title":"Prehospital Resuscitative Thoracotomy for Traumatic Cardiac Arrest","year":2025,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Thoracotomy; Cardiac tamponade; Tamponade; Resuscitation; Retrospective cohort study; Anesthesia; Cardiopulmonary resuscitation; Emergency medicine; Surgery","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":[0.0005192895,0.0001493172,0.0004441435,0.0002769723,0.00008396563,0.00006656272,0.00006360232,0.00008679871,0.00004065062],"category_scores_gemma":[0.0009850642,0.0001330051,0.0003721386,0.0003740237,0.0000552593,0.000182914,0.00003043058,0.0001093825,0.00003836843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000551326,"about_ca_system_score_gemma":0.00009701649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000245905,"about_ca_topic_score_gemma":0.000003524414,"domain_scores_codex":[0.9989081,0.00004955335,0.0003073393,0.0002753221,0.0001786294,0.0002810273],"domain_scores_gemma":[0.9972878,0.002173607,0.00007172362,0.0002817585,0.0001058318,0.00007932381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004113983,0.0002746996,0.2478432,0.001013126,0.000471863,0.00002688236,0.0004101365,0.000002206025,0.00006680921,0.004205003,0.6882988,0.05697589],"study_design_scores_gemma":[0.001016595,0.00008164666,0.8576646,0.0007885415,0.0003848133,2.5427e-7,0.001054086,0.00007477801,0.001118715,0.001551523,0.1360562,0.000208243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383278,0.00085569,0.0007459231,0.01047438,0.003027691,0.001732507,0.0000495438,0.0002111615,0.04457529],"genre_scores_gemma":[0.9921027,0.00009088049,0.001100544,0.0009365383,0.0003521249,0.0006562067,0.000100342,0.00002285924,0.004637821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6098215,"threshold_uncertainty_score":0.542379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149715190634117,"score_gpt":0.3162492313278623,"score_spread":0.2847520794215211,"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."}}