{"id":"W4309629666","doi":"10.1016/j.sopen.2022.11.001","title":"Penetrating cardiac trauma","year":2022,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Teamwork; Trauma care; Excellence; Medicine; Multidisciplinary approach; Penetrating trauma; Multidisciplinary team; Trauma center; Center of excellence; Medical emergency; Intensive care medicine; Surgery; Nursing; Computer science","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":[0.0002926836,0.0005936406,0.0004672051,0.000770088,0.0006716989,0.001137797,0.0003354432,0.0006262989,0.02044423],"category_scores_gemma":[0.0006949417,0.0001453116,0.0005610871,0.0004566891,0.0003163516,0.0008423268,0.0009818475,0.001512694,0.005062784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005135471,"about_ca_system_score_gemma":0.0009302673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00059489,"about_ca_topic_score_gemma":0.001195011,"domain_scores_codex":[0.9997374,0.00003194904,0.0000289391,0.00003204049,0.0001181732,0.00005133295],"domain_scores_gemma":[0.9998549,0.00004257398,0.00002322687,0.000008424709,0.00003494053,0.0000359269],"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":[0.0001195263,0.0001617701,0.004169131,0.002519748,0.00009099742,0.004647794,0.0006469401,0.0005283026,0.004375467,0.0179623,0.1161113,0.8486668],"study_design_scores_gemma":[0.00003825708,0.0004433163,0.008183231,0.004420538,0.00009832977,0.05251019,0.0006995684,0.0002147539,0.00164938,0.006803873,0.9248936,0.00004507923],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0229478,0.5948399,0.02302529,0.01866886,0.01243186,0.0007170903,0.0009727023,0.0006814856,0.325715],"genre_scores_gemma":[0.07642393,0.800851,0.01733528,0.01433124,0.01121571,0.0003914125,0.001416345,0.0001550388,0.07788001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02044423,"threshold_uncertainty_score":0.06839281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07508339100708725,"score_gpt":0.3339473019946896,"score_spread":0.2588639109876024,"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."}}