{"id":"W2399146408","doi":"10.1097/ta.0000000000000951","title":"The potential benefit of a hybrid operating environment among severely injured patients with persistent hemorrhage","year":2015,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Intensive care unit; Angiography; Resuscitation; Blood pressure; Injury Severity Score; Trauma center; Penetrating trauma; Referral; Blunt; Emergency medicine; Surgery; Radiology; Retrospective cohort study; Poison control; Injury prevention; Internal 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":[0.0003388222,0.0001588153,0.0002864014,0.00004902831,0.0003988103,0.0000251871,0.00007884762,0.00003690989,0.00002278437],"category_scores_gemma":[0.0001416809,0.00008005639,0.0001585369,0.00006864662,0.0004021149,0.0001206971,0.00004189188,0.0002909557,0.000001043595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008751397,"about_ca_system_score_gemma":0.00004763131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001227018,"about_ca_topic_score_gemma":0.00004586934,"domain_scores_codex":[0.9986261,0.00008690883,0.000436428,0.000107389,0.0005355222,0.0002076316],"domain_scores_gemma":[0.9986823,0.00006522754,0.0001220206,0.0001548712,0.0007935084,0.0001820834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00835293,0.001343256,0.8738983,0.0009167353,0.001573471,0.00009454865,0.0222187,0.0008224085,0.0004574079,0.0003601465,0.003755918,0.08620622],"study_design_scores_gemma":[0.002473785,0.007279027,0.9720584,0.000152485,0.001502384,0.0003644165,0.01435078,0.00005176911,0.0008554187,0.0001636372,0.0005610766,0.0001867771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964625,0.001786331,0.0001205255,0.0004740572,0.0003737659,0.0001807234,0.00002041543,0.000007578694,0.0005740879],"genre_scores_gemma":[0.9994217,0.000203286,0.00006959793,0.0000541851,0.0002004379,0.00000331633,0.000003466365,0.00001504546,0.00002897909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09816018,"threshold_uncertainty_score":0.3264605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113672425615013,"score_gpt":0.2455683666481116,"score_spread":0.2344316423919615,"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."}}