{"id":"W3123812347","doi":"10.1016/j.bone.2021.115861","title":"Bone densitometry categories as a salient distracting feature in the modern clinical pathways of osteoporosis care: A retrospective 20-year cohort study","year":2021,"lang":"en","type":"article","venue":"Bone","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; McGill University; University of Calgary","funders":"Amgen Canada","keywords":"FRAX; Medicine; Osteoporosis; Logistic regression; Retrospective cohort study; Internal medicine; Cohort; Odds ratio; Medical prescription; Risk factor; Propensity score matching; Physical therapy; Bone mineral; Osteoporotic fracture","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002095596,0.000222045,0.0009315239,0.0001541683,0.0001548917,0.00004442664,0.0001305781,0.0002468391,0.0000555229],"category_scores_gemma":[0.002098356,0.0001643877,0.0002054714,0.0008698563,0.000166086,0.00007335332,0.0001555627,0.0012847,0.0000262069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002658489,"about_ca_system_score_gemma":0.0009172244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008925287,"about_ca_topic_score_gemma":0.002006426,"domain_scores_codex":[0.9962953,0.0004981759,0.0007434028,0.0006280612,0.001310877,0.0005241925],"domain_scores_gemma":[0.9975419,0.0004473715,0.0002403764,0.0008365946,0.0006813222,0.0002524273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006511022,0.001518749,0.9829984,0.0002099108,0.00007325744,0.001196661,0.009463606,0.000001271438,0.001133821,0.00005500184,0.001238877,0.001459368],"study_design_scores_gemma":[0.002828315,0.001360653,0.9458911,0.0001149148,0.0001374048,0.0001653356,0.04812635,0.00002048919,0.0007971521,0.0001367549,0.0002807599,0.0001407724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912336,0.002312632,0.000003970589,0.002166141,0.0001895371,0.001549011,0.00004873174,0.00002942289,0.002466947],"genre_scores_gemma":[0.9979862,0.0002469562,0.0002925213,0.0004533312,0.0002163135,0.000103627,0.00009359299,0.00003474287,0.0005727396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03866274,"threshold_uncertainty_score":0.6703537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0329738332205274,"score_gpt":0.3633110930269413,"score_spread":0.3303372598064139,"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."}}