{"id":"W3216454965","doi":"10.1007/s00198-021-06252-3","title":"Predictive performance of the Garvan Fracture Risk Calculator: a registry-based cohort study","year":2021,"lang":"en","type":"article","venue":"Osteoporosis International","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Manitoba; McMaster University","funders":"","keywords":"Medicine; Femoral neck; Risk assessment; Population; Cohort; Hip fracture; Bone mineral; Osteoporosis; Orthopedic surgery; Receiver operating characteristic; Internal medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003198261,0.0007382168,0.001064104,0.001110833,0.0009628811,0.001692644,0.001045438,0.001044168,0.001433411],"category_scores_gemma":[0.007680681,0.0009124964,0.001490019,0.001728376,0.0005592518,0.001006656,0.000887934,0.001459721,0.0005616308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325648,"about_ca_system_score_gemma":0.001054415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009566011,"about_ca_topic_score_gemma":0.00937122,"domain_scores_codex":[0.9978441,0.0008424782,0.0001559104,0.0005311358,0.0003604606,0.0002658834],"domain_scores_gemma":[0.9965568,0.0008144,0.0007886423,0.001121295,0.0004781164,0.000240761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007445143,0.0002007839,0.9967167,0.00000589388,0.0002145682,0.00006316403,0.0000916994,0.00008527287,0.0002186509,0.00005468628,0.0001911668,0.001412828],"study_design_scores_gemma":[0.000132618,0.0004183969,0.9968141,0.000008497947,0.0004365823,0.0003223043,0.0002325468,0.001020699,0.00015592,0.00009772242,0.0003448703,0.00001588567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983962,0.0001675969,0.000165248,0.00004399896,0.00001343985,0.00001903783,0.0006040066,0.00001407118,0.0005764351],"genre_scores_gemma":[0.998725,0.0001164577,0.0002326953,0.00002529385,0.00001464292,0.00002207372,0.0005889187,0.00001212492,0.0002628154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009566011,"threshold_uncertainty_score":0.01902068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124336663099016,"score_gpt":0.3002046330097953,"score_spread":0.2889612663788051,"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."}}