{"id":"W2071251709","doi":"10.1097/ta.0b013e3181ec484f","title":"Posttraumatic Lung Injury After Pulmonary Contusion and Fat Embolism: Factors Determining Abnormal Gas Exchange","year":2010,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"","keywords":"Fat embolism; Medicine; Pulmonary contusion; Pulmonary artery; Pulmonary embolism; Lung; Intramedullary rod; Embolism; Anesthesia; Vascular resistance; Cardiac output; Hemodynamics; Cardiology; Surgery; 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":[0.0003945933,0.0002496415,0.0004075437,0.000245446,0.0003177298,0.0001039408,0.00008587796,0.0001656314,0.0002274413],"category_scores_gemma":[0.0002392279,0.000164639,0.000141467,0.0001354911,0.0003193704,0.0004985844,0.0000726184,0.0006869814,0.000002337208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434458,"about_ca_system_score_gemma":0.00002379211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009214513,"about_ca_topic_score_gemma":0.0000880009,"domain_scores_codex":[0.9985708,0.0001072467,0.0004862756,0.000168887,0.0003509943,0.0003158105],"domain_scores_gemma":[0.9987143,0.000308323,0.0001158413,0.0001924467,0.0003617786,0.0003073366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001441544,0.0003262282,0.9162911,0.001686841,0.0001248578,0.0001384182,0.007250571,4.945446e-7,0.002837183,0.0003361282,0.001193163,0.06837351],"study_design_scores_gemma":[0.0008513052,0.001663446,0.9875633,0.0004570348,0.00113256,0.0008263823,0.003433264,0.00005765758,0.002067601,0.0004084622,0.001271855,0.0002671537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950161,0.002238211,0.00005212955,0.0007665136,0.0008143715,0.0002487568,0.0000162502,0.00003336386,0.0008143197],"genre_scores_gemma":[0.9980031,0.0008782779,0.00006547218,0.0004000911,0.0005915143,0.000008541416,0.000004029654,0.00002779442,0.00002118357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07127222,"threshold_uncertainty_score":0.6713784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489529020556122,"score_gpt":0.2968576699756661,"score_spread":0.2819623797701049,"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."}}