{"id":"W2511189382","doi":"10.1097/bot.0000000000000691","title":"Impact of an Integrated Hip Fracture Inpatient Program on Length of Stay and Costs","year":2016,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Hip fracture; Medical costs; Osteoporosis; Mortality rate; Emergency medicine; Surgery; Health care; 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":[0.0003909624,0.0001826443,0.0005500498,0.0003020256,0.00002105601,0.000007349564,0.00009192733,0.0001491023,0.000186077],"category_scores_gemma":[0.0002745364,0.0000845917,0.0002738862,0.0001620668,0.0001497774,0.0001565362,0.000009321538,0.0003753573,9.230471e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020814,"about_ca_system_score_gemma":0.0001844664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004434367,"about_ca_topic_score_gemma":0.00001169056,"domain_scores_codex":[0.9984131,0.0000917332,0.0006664309,0.0001274377,0.0005083122,0.0001929277],"domain_scores_gemma":[0.9982257,0.0001404489,0.0006888694,0.0001995293,0.0004118984,0.0003335685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003068362,0.00149584,0.1599776,0.00004095495,0.0003003408,0.00009440401,0.0006076124,0.000005808975,0.003450847,0.00000667069,0.0005448257,0.8304067],"study_design_scores_gemma":[0.005710388,0.02302895,0.9587319,0.0008507976,0.0001829594,0.0002569119,0.0002226683,0.00001804579,0.008009629,0.00002407668,0.002855067,0.0001085436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985489,0.0003655429,0.000132622,0.0003100888,0.0001068164,0.0002718303,0.00002995968,0.00001338991,0.0002208049],"genre_scores_gemma":[0.9987432,0.000140946,0.0007978035,0.00009944889,0.0001665401,0.000001842706,0.000005529748,0.00002057342,0.00002412113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8302982,"threshold_uncertainty_score":0.3449549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549239844464712,"score_gpt":0.320386765454573,"score_spread":0.3048943670099259,"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."}}