{"id":"W2174306699","doi":"10.1590/0100-69912015004006","title":"Associated factors to empyema in post-traumatic hemotorax","year":2015,"lang":"en","type":"article","venue":"Revista do Colégio Brasileiro de Cirurgiões","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Empyema; Incidence (geometry); Hemothorax; Surgery; Pneumonia; Injury Severity Score; Pleural empyema; Blunt trauma; Laparotomy; Chest injury; Blunt; Poison control; Injury prevention; Emergency medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000400359,0.0003364068,0.0007371071,0.0002983161,0.00006507478,0.0001499138,0.0002356255,0.0001598811,0.0002554987],"category_scores_gemma":[0.001893355,0.0002879876,0.0002121609,0.0007611144,0.00005719098,0.0001661479,0.0000794661,0.0002398069,0.0002066556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005885306,"about_ca_system_score_gemma":0.000480567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000481269,"about_ca_topic_score_gemma":0.0001311886,"domain_scores_codex":[0.9977521,0.0001858883,0.0005342668,0.0004212684,0.0005077035,0.0005987696],"domain_scores_gemma":[0.9979605,0.0002340186,0.0001306293,0.0004259025,0.0002238879,0.00102508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000289844,0.000598623,0.9852902,0.0002202893,0.00006926576,0.0004546666,0.001300872,0.00001521545,0.0013977,0.0001820695,0.008896363,0.001284851],"study_design_scores_gemma":[0.001197171,0.0004914625,0.987838,0.0006882726,0.0001132011,0.00006762149,0.00146275,0.00008600296,0.0001524112,0.00007963092,0.007459654,0.0003638397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947717,0.001284119,0.000008963631,0.0008499041,0.0001044028,0.0009404268,0.0001271666,0.0001738621,0.001739413],"genre_scores_gemma":[0.9967523,0.00003282242,0.0001124706,0.001447424,0.0001129779,0.00005398082,0.0001985267,0.00005028449,0.001239201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002547743,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05028707698874023,"score_gpt":0.3104122490093849,"score_spread":0.2601251720206447,"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."}}