{"id":"W3022676267","doi":"10.1007/s11657-020-00735-2","title":"Targeted vertebral fracture assessment 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":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; FRAX; Osteoporosis; Bone mineral; Physical therapy; Internal medicine; Orthopedic surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008449752,0.0003507163,0.0005258106,0.001590731,0.002827767,0.00171215,0.001400066,0.000972253,0.008286557],"category_scores_gemma":[0.0048247,0.000368479,0.0006258436,0.002597952,0.0004320477,0.000410838,0.0008434725,0.001735984,0.0003934308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04704342,"about_ca_system_score_gemma":0.1729212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.994715,"about_ca_topic_score_gemma":0.9981338,"domain_scores_codex":[0.9984427,0.0001607107,0.00009007128,0.0001197445,0.000698359,0.0004884122],"domain_scores_gemma":[0.9969605,0.0001856309,0.0001642257,0.0000310783,0.001669764,0.0009887647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007822457,0.001109678,0.4244396,0.0008918314,0.0003439999,0.0007534381,0.001003555,0.003235408,0.001073984,0.006051093,0.174763,0.3855521],"study_design_scores_gemma":[0.0008116623,0.0004671611,0.8751825,0.002204275,0.0009633973,0.001030471,0.003236415,0.01212907,0.001406812,0.003118042,0.0993153,0.0001348877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.519512,0.06266563,0.007756644,0.1752516,0.002251447,0.002017672,0.02695,0.0008268579,0.2027682],"genre_scores_gemma":[0.9530835,0.01369575,0.007662857,0.01029422,0.0002336376,0.0001736022,0.00239834,0.00007736005,0.01238081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04704342,"threshold_uncertainty_score":0.3413256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149440327648689,"score_gpt":0.312175939810258,"score_spread":0.2906815365337712,"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."}}