{"id":"W2555832979","doi":"10.1111/jgs.14538","title":"Trends in Operative and Nonoperative Hip Fracture Management 1990–2014: A Longitudinal Analysis of Manitoba Administrative Data","year":2016,"lang":"en","type":"article","venue":"Journal of the American Geriatrics Society","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Sinai Health System; University of Manitoba; University Health Network; University of Toronto; McGill University","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institutes of Health","keywords":"Medicine; Hip fracture; Longitudinal data; General surgery; Gerontology; Demography; Internal medicine; Osteoporosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005974578,0.0001938213,0.0008193675,0.0003139268,0.00007419293,0.00002536949,0.0004002693,0.00005687726,0.00007075694],"category_scores_gemma":[0.0000736887,0.00009384615,0.0004065736,0.001578975,0.0003883912,0.0001982251,0.0002120894,0.0003270341,7.610965e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001693509,"about_ca_system_score_gemma":0.0001200734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001546009,"about_ca_topic_score_gemma":0.0001605702,"domain_scores_codex":[0.9983816,0.0001514714,0.000561004,0.00026729,0.000438887,0.0001997763],"domain_scores_gemma":[0.9980043,0.0001827162,0.0009865167,0.0005148646,0.0001937458,0.000117841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220178,0.000783723,0.8909835,0.00005831382,0.0138579,0.0001567264,0.009893774,0.0002117148,0.003265878,0.00008653643,0.03486748,0.04461427],"study_design_scores_gemma":[0.001318434,0.0005192179,0.9867715,0.0000576774,0.002858668,0.00004243727,0.006193393,0.0002171323,0.0002997841,0.00002618181,0.001564394,0.000131218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909257,0.0005108207,0.002120399,0.005778887,0.00008660463,0.0001569298,0.0001303007,0.000004204025,0.0002861483],"genre_scores_gemma":[0.9934149,0.001483373,0.004094932,0.0006664271,0.0001515141,0.000002233274,0.000009267794,0.00001200625,0.0001653482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09578795,"threshold_uncertainty_score":0.3826935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719015841578053,"score_gpt":0.3503043581085755,"score_spread":0.313114199692795,"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."}}