{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005271716,0.00054799,0.001718517,0.0005117704,0.0001554118,0.00004348354,0.0008164412,0.0007674238,0.0003541666],"category_scores_gemma":[0.01423882,0.000358114,0.0008214294,0.0005620007,0.0009396487,0.00009665993,0.001187035,0.002237876,0.00001178948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054708,"about_ca_system_score_gemma":0.0003599058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03850144,"about_ca_topic_score_gemma":0.001268914,"domain_scores_codex":[0.9920895,0.002663085,0.001590068,0.001410392,0.001358677,0.0008882855],"domain_scores_gemma":[0.9896535,0.005000721,0.0008007066,0.003120853,0.001025517,0.0003986655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002501989,0.003894076,0.8071206,0.003184825,0.00202685,0.0001186429,0.002653864,0.0001067705,0.00006539068,0.0000676066,0.014428,0.1638314],"study_design_scores_gemma":[0.002598841,0.001478433,0.9867101,0.005096747,0.0002353413,0.000001365379,0.001298505,0.0006040306,0.001056989,0.0005462795,0.0001080641,0.0002653393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861787,0.003199145,0.00002671329,0.001458021,0.0001495214,0.002383675,0.004128566,0.00004563375,0.002430044],"genre_scores_gemma":[0.994586,0.001269049,0.0005280025,0.00005112179,0.0002045846,0.0002339575,0.002811576,0.00005604681,0.0002596808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795895,"threshold_uncertainty_score":0.9998871,"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."}}