{"id":"W3096706146","doi":"10.1007/s11657-020-00846-w","title":"Comparison of screening tools for optimizing fracture prevention in Canada","year":2020,"lang":"en","type":"article","venue":"Archives of Osteoporosis","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"FRAX; Medicine; Bone mineral; Osteoporosis; Internal medicine; Physical therapy; Orthopedic surgery; Risk assessment; Osteoporotic fracture; Surgery","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":[0.0001239155,0.0001156386,0.0005917319,0.00009872193,0.00003867813,0.00000638329,0.0001243145,0.00004608834,0.00004263978],"category_scores_gemma":[0.000448276,0.0001098057,0.0001213966,0.0001960283,0.00005250948,0.000092193,0.00005256015,0.0002323834,3.444789e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004030782,"about_ca_system_score_gemma":0.001002659,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1309932,"about_ca_topic_score_gemma":0.1210537,"domain_scores_codex":[0.9984469,0.00005466846,0.0006507295,0.0002226196,0.000318785,0.0003062761],"domain_scores_gemma":[0.9986405,0.0006564501,0.0002388367,0.000169544,0.00005765792,0.0002369568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004254458,0.000346341,0.607551,0.004387643,0.0001028603,0.000007931865,0.008585235,0.002744218,0.05454586,0.00005457716,0.001923215,0.3154967],"study_design_scores_gemma":[0.008564778,0.003480845,0.6943871,0.001581409,0.0001311648,0.000004744937,0.01652802,0.03159147,0.2384217,0.0001136372,0.00486118,0.0003339168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869982,0.0008140291,0.004544124,0.005356677,0.00003358724,0.001260016,0.00006924212,0.0000121125,0.000912016],"genre_scores_gemma":[0.9631613,0.00005312289,0.03608488,0.0004901515,0.00003537865,0.00003516826,0.00009756542,0.0000176579,0.00002474397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3151627,"threshold_uncertainty_score":0.8949847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07575132371213646,"score_gpt":0.3630822326077868,"score_spread":0.2873309088956503,"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."}}