{"id":"W4245211957","doi":"10.21203/rs.3.rs-855268/v1","title":"Epidemiology and Impact of Thoracic Trauma on the Mortality of Multi-trauma Patients: Results From a French Road Trauma Registry 1997-2016","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"Hospices Civils de Lyon","keywords":"Medicine; Thorax (insect anatomy); Abbreviated Injury Scale; Injury Severity Score; Epidemiology; Thoracic trauma; Poison control; Injury prevention; Surgery; Emergency medicine; Internal medicine; Blunt","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":[0.001110999,0.0003626155,0.0004304335,0.002362254,0.0003276933,0.0007730121,0.0004671357,0.0003621796,0.002227777],"category_scores_gemma":[0.002454785,0.0002363149,0.0009856077,0.001780839,0.0001990592,0.0004688871,0.0006781462,0.0003998415,0.0003743776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012355,"about_ca_system_score_gemma":0.0007441555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03230091,"about_ca_topic_score_gemma":0.02487993,"domain_scores_codex":[0.9988645,0.0002809914,0.0001789939,0.0002317866,0.0002656895,0.0001780604],"domain_scores_gemma":[0.9978715,0.0002707244,0.001120376,0.0001383239,0.0004393258,0.0001598056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004327765,0.000009308106,0.9984062,0.00002016533,0.00007597204,0.00005341336,0.00003784509,0.00005507972,0.000036732,0.00001063547,0.0002337864,0.001017496],"study_design_scores_gemma":[0.000002755351,0.00002885148,0.9991906,0.00001643293,0.00002932064,0.000179116,0.000128426,0.0001170707,0.00002174302,0.000006130837,0.0002762703,0.000003297034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936559,0.001318682,0.0001617471,0.0001031986,0.000013444,0.00001187201,0.004128987,0.00001315778,0.0005931528],"genre_scores_gemma":[0.9961231,0.0005014283,0.00007505446,0.00003004268,0.00002349466,0.00001530679,0.003061844,0.000004388621,0.0001651757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03230091,"threshold_uncertainty_score":0.06422579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2156147057461675,"score_gpt":0.4816836053393168,"score_spread":0.2660688995931493,"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."}}