{"id":"W4324381167","doi":"10.1177/14604086231156265","title":"Predictors of survival in trauma patients requiring resuscitative thoracotomy: A scoping review","year":2023,"lang":"en","type":"review","venue":"Trauma","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Vital signs; Thoracotomy; Cardiopulmonary resuscitation; Resuscitation; Emergency medicine; Population; Injury Severity Score; Emergency department; Intensive care medicine; Anesthesia; Injury prevention; Poison control; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001211726,0.0006124945,0.004307967,0.0008695083,0.00004415171,0.0000210125,0.0003641756,0.0002874305,0.00009994778],"category_scores_gemma":[0.0007233234,0.0005139828,0.0007984411,0.001871985,0.0001209043,0.0001705284,0.0001509315,0.0005612347,0.0001381863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257728,"about_ca_system_score_gemma":0.0002094283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007740581,"about_ca_topic_score_gemma":0.0001542218,"domain_scores_codex":[0.9954715,0.0003915282,0.002048092,0.0007665229,0.0007726374,0.0005497531],"domain_scores_gemma":[0.9973764,0.0008263579,0.0008078296,0.0006770645,0.0001396216,0.0001727264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002570101,0.0002271181,0.001543577,0.43783,0.0002797229,0.00004674608,0.0001879099,1.858888e-7,1.319559e-8,0.00004223171,0.0008150514,0.5590017],"study_design_scores_gemma":[0.001335536,0.0002958023,0.005465072,0.935374,0.002379315,0.000001405752,0.00006345513,7.995778e-7,0.000001273968,0.00001372013,0.05465715,0.0004124581],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007198984,0.9848582,0.00000296167,0.00004440538,0.0006115953,0.006819781,0.00007916328,0.0001773659,0.006686646],"genre_scores_gemma":[0.0001184176,0.9979303,0.0001242238,0.00004796552,0.000167769,0.0007112845,0.000403656,0.0001491233,0.0003472578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5585893,"threshold_uncertainty_score":0.9997312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1813982659014612,"score_gpt":0.4339350418792829,"score_spread":0.2525367759778218,"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."}}