{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000496897,0.0005342761,0.0006082388,0.001171117,0.0007099542,0.0008333125,0.0004564977,0.0007441718,0.01200973],"category_scores_gemma":[0.002489996,0.000177252,0.0003919131,0.001368909,0.0005259635,0.0009354473,0.0006172862,0.0006091534,0.001945858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004842489,"about_ca_system_score_gemma":0.0005407347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134247,"about_ca_topic_score_gemma":0.001969495,"domain_scores_codex":[0.9994475,0.00005663548,0.00009095681,0.0001072779,0.0001431828,0.0001544656],"domain_scores_gemma":[0.997538,0.0002700842,0.001480937,0.0001105763,0.0002787607,0.0003216252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001404701,0.00005982216,0.9612726,0.0002413679,0.0000883557,0.01157,0.000174058,0.00008955473,0.0009902312,0.0002601591,0.002974086,0.0221392],"study_design_scores_gemma":[0.00002618229,0.0003237838,0.8412603,0.0005040011,0.00005741297,0.1504701,0.000457245,0.0002894929,0.0005740803,0.0005530695,0.005463823,0.0000205408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735898,0.008296784,0.001650244,0.00113759,0.0001431156,0.0001394506,0.002295227,0.00009114168,0.01265673],"genre_scores_gemma":[0.9922317,0.002349916,0.0007359528,0.0008933951,0.0002668201,0.00004294746,0.001752388,0.000008121401,0.001718677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200973,"threshold_uncertainty_score":0.04017657,"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."}}