{"id":"W4385234825","doi":"10.1016/j.surg.2023.06.030","title":"Predictors of initial management failure in traumatic hemothorax: A prospective multicenter cohort analysis","year":2023,"lang":"en","type":"article","venue":"Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Hemothorax; Prospective cohort study; Multicenter study; Cohort; Cohort study; Intensive care medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046863,0.000594402,0.0007401698,0.001031757,0.001000558,0.001476246,0.0008842499,0.001033449,0.002984264],"category_scores_gemma":[0.003199866,0.0008437386,0.001448389,0.00150708,0.0005916987,0.001522506,0.001263831,0.001446431,0.0004318393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005135721,"about_ca_system_score_gemma":0.000813057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291964,"about_ca_topic_score_gemma":0.004596954,"domain_scores_codex":[0.9988347,0.0002724711,0.0001221313,0.0003257484,0.0001348488,0.0003100491],"domain_scores_gemma":[0.9972855,0.0004133735,0.001156161,0.0003310213,0.0002055513,0.0006084379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002022159,0.00006477191,0.9989856,0.000003171177,0.00008683193,0.0001147381,0.00004937339,0.00002275027,0.00009561329,0.00001156889,0.00008282274,0.0002805646],"study_design_scores_gemma":[0.00003154857,0.0002095505,0.9981058,0.000006239772,0.00007898519,0.0005415658,0.0005326909,0.0003117972,0.00004873377,0.00002621291,0.00009604721,0.00001078801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994144,0.00009078369,0.00006124318,0.00002929875,0.000007773168,0.000008924526,0.0002274059,0.00000234933,0.000157786],"genre_scores_gemma":[0.9992651,0.00006618351,0.00006406863,0.00002503973,0.00002161252,0.00001269909,0.0004160843,0.000003755241,0.0001254548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004291964,"threshold_uncertainty_score":0.009983301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265649576443813,"score_gpt":0.3023772438633378,"score_spread":0.2797207480988996,"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."}}