{"id":"W2024384638","doi":"10.1097/ta.0000000000000086","title":"Flail chest injuries","year":2014,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":346,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Flail chest; Medicine; Polytrauma; Chest injury; Mechanical ventilation; Respiratory distress; Pneumonia; Intensive care unit; Intubation; Injury Severity Score; Sepsis; Surgery; Mortality rate; Anesthesia; Poison control; Emergency medicine; Injury prevention; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005132233,0.0001355128,0.000274782,0.0001263732,0.0002326602,0.00005886876,0.00007568928,0.00007656126,0.0001144677],"category_scores_gemma":[0.0005117328,0.00008591445,0.0001293449,0.0001371453,0.0002765303,0.0001947813,0.00002798677,0.0003153671,0.00001216011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000346924,"about_ca_system_score_gemma":0.00002530803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006415131,"about_ca_topic_score_gemma":0.00004338354,"domain_scores_codex":[0.9989803,0.0001118112,0.0003405362,0.00009542012,0.0002827317,0.0001891934],"domain_scores_gemma":[0.9988863,0.000296428,0.00007185253,0.0001628552,0.0004132034,0.0001693736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002248426,0.0008993278,0.6316581,0.002392594,0.0004015297,0.00003043096,0.007862953,0.000009592716,0.0009504133,0.04020832,0.04561988,0.2677185],"study_design_scores_gemma":[0.001527802,0.003933163,0.923718,0.0002732762,0.00123885,0.0002439515,0.002318113,0.00001295697,0.003998794,0.004028367,0.05849619,0.0002105207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851438,0.001091212,0.0008655647,0.004612721,0.000518976,0.0001096277,0.000003353026,0.0000338345,0.007620929],"genre_scores_gemma":[0.9978348,0.0004356054,0.0001057874,0.0007419743,0.0007993205,0.000002537773,0.000001441158,0.00001472418,0.00006379126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2920599,"threshold_uncertainty_score":0.350349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594273875977758,"score_gpt":0.3044971877548173,"score_spread":0.2885544489950397,"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."}}