{"id":"W1964766614","doi":"10.1097/ta.0b013e3181f8fa3b","title":"Prediction of Pulmonary Morbidity and Mortality in Patients With Femur Fracture","year":2010,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; ARDS; Femur; Odds ratio; Glasgow Coma Scale; Confidence interval; Femur fracture; Injury Severity Score; Surgery; Hip fracture; Femoral fracture; Poison control; Internal medicine; Osteoporosis; Injury prevention; Emergency medicine; Lung","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":[0.0002915071,0.0001047001,0.0002392915,0.00008717051,0.00008659173,0.00001117383,0.00003443652,0.0001257316,0.0000415926],"category_scores_gemma":[0.0001675624,0.00005930745,0.00004350804,0.00009115216,0.0002599324,0.0001546565,0.00001088988,0.0006768474,1.697433e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001701502,"about_ca_system_score_gemma":0.00003799856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002170798,"about_ca_topic_score_gemma":0.0001360049,"domain_scores_codex":[0.9991736,0.00006756841,0.0002931427,0.00008466579,0.0002688483,0.0001121898],"domain_scores_gemma":[0.9991416,0.00009108129,0.0000883133,0.0001208637,0.0004377034,0.0001203908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006147954,0.000220623,0.9956021,0.0001601648,0.00002790227,0.000005101124,0.0007938818,0.000002224442,0.0003115826,0.00003168252,0.00009596186,0.002133921],"study_design_scores_gemma":[0.0008136254,0.001116462,0.9958741,0.00007663311,0.0002638857,0.0001189283,0.0003639,0.00001078174,0.000712794,0.0003538829,0.0002417784,0.00005321416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987954,0.0001958858,0.00009117956,0.0002505204,0.0002160679,0.0001270986,0.00002909896,0.000006524872,0.0002881446],"genre_scores_gemma":[0.9995373,0.00006768113,0.00002546255,0.0001286161,0.0002234126,9.617389e-7,0.00000563479,0.000008275306,0.000002696107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002080707,"threshold_uncertainty_score":0.2940603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354878193814928,"score_gpt":0.2882009940950564,"score_spread":0.2746522121569071,"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."}}