{"id":"W3088061688","doi":"10.2106/jbjs.oa.20.00048","title":"Anemia at Presentation Predicts Acute Mortality and Need for Readmission Following Geriatric Hip Fracture","year":2020,"lang":"en","type":"article","venue":"JBJS Open Access","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Hip fracture; Anemia; Internal fixation; Femoral neck; Odds ratio; Body mass index; Surgery; Hematocrit; Myocardial infarction; Confidence interval; Osteoporosis; 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":[0.0001698368,0.0001747341,0.000361664,0.00005063428,0.0001906182,0.0003519863,0.0003905675,0.0001647855,0.0002173885],"category_scores_gemma":[0.0003210029,0.0001332095,0.00009105921,0.0002291991,0.00001947272,0.000969739,0.0004585732,0.0001706648,0.000006778984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004723661,"about_ca_system_score_gemma":0.00009871279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002458544,"about_ca_topic_score_gemma":0.0000151442,"domain_scores_codex":[0.9987929,0.00003778281,0.0002671427,0.0004140949,0.0002667273,0.0002213077],"domain_scores_gemma":[0.9990759,0.0001034543,0.0001443108,0.0002379234,0.00005784798,0.0003804916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004006495,0.000162624,0.6995766,0.0008806625,0.0005623579,0.0002541354,0.003582274,0.00004474844,0.0296545,0.00002324642,0.2527979,0.008454537],"study_design_scores_gemma":[0.006924313,0.0004049753,0.9127772,0.0001142517,0.001285864,0.00002216634,0.0002358924,0.002147169,0.02988693,0.0003668668,0.04545588,0.0003784572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833568,0.0002307807,0.0009517379,0.01067597,0.00019375,0.002261533,0.00004079477,0.00007390341,0.002214708],"genre_scores_gemma":[0.9915169,0.00004945956,0.0005841056,0.006020145,0.0004506138,0.00009046707,0.000352427,0.00003168725,0.0009041475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2132007,"threshold_uncertainty_score":0.5432124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09071701774552131,"score_gpt":0.4435051224303239,"score_spread":0.3527881046848025,"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."}}