{"id":"W3182931518","doi":"10.1007/s11657-021-00980-z","title":"Assessment of site-specific X-ray procedure codes for fracture ascertainment: a registry-based cohort study","year":2021,"lang":"en","type":"article","venue":"Archives of Osteoporosis","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Manitoba","funders":"","keywords":"Medicine; Diagnosis code; Humerus; Cohort; Osteoporosis; Orthopedic surgery; Epidemiology; Population; Radiography; Fracture (geology); Forearm; Hip fracture; Physical therapy; Radiology; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003509067,0.0007131232,0.0008999989,0.001539461,0.001687442,0.001878604,0.001381606,0.001179874,0.002083038],"category_scores_gemma":[0.004839497,0.001591118,0.001670851,0.002794458,0.0006042813,0.001643343,0.001302213,0.001597369,0.0008828886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008302424,"about_ca_system_score_gemma":0.002163412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03140583,"about_ca_topic_score_gemma":0.03881272,"domain_scores_codex":[0.9971948,0.0008486094,0.0002561747,0.0008508249,0.0004038896,0.0004456503],"domain_scores_gemma":[0.9953386,0.0005426059,0.001438986,0.00129868,0.0008610318,0.0005200239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002597121,0.0001889972,0.9981039,0.000007513478,0.0001740393,0.00008410103,0.0001544994,0.00002633406,0.0002669327,0.00002939823,0.0001869029,0.0005177326],"study_design_scores_gemma":[0.00006758316,0.0002545405,0.9980147,0.000009022824,0.0001814583,0.0003573613,0.0004672829,0.0002639009,0.00007619346,0.00002619021,0.0002680159,0.00001359244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977175,0.0001226096,0.0002506422,0.00002962402,0.000009582604,0.0000526344,0.001464931,0.000009027986,0.0003434395],"genre_scores_gemma":[0.9974483,0.0001419259,0.0004232972,0.00004745314,0.00001154562,0.00007361134,0.001425755,0.00001148254,0.0004166036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03140583,"threshold_uncertainty_score":0.06244606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971912833722535,"score_gpt":0.3356502475503564,"score_spread":0.3159311192131311,"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."}}