{"id":"W4411852675","doi":"10.1055/a-2621-3626","title":"A Paradigm Shift in Osteoporosis Screening with AI: The Canadian Experience with Rho","year":2025,"lang":"en","type":"article","venue":"Osteologie/Osteology","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Paradigm shift; Osteoporosis; Medicine; Psychology; Computer science; Epistemology; Philosophy; Internal medicine","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":[0.005511689,0.0004330206,0.0004366378,0.001348845,0.006472029,0.00322852,0.002292633,0.001408438,0.007946353],"category_scores_gemma":[0.0104429,0.0003342346,0.000562218,0.003797628,0.00315622,0.001196694,0.003065204,0.003848119,0.0007903599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04284779,"about_ca_system_score_gemma":0.1022208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9405506,"about_ca_topic_score_gemma":0.9670583,"domain_scores_codex":[0.994262,0.001296996,0.0002160451,0.0005642759,0.002423292,0.001237462],"domain_scores_gemma":[0.9856737,0.001742416,0.0006994967,0.0004427598,0.005829476,0.005612057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000818307,0.00119182,0.164916,0.001079307,0.0001948922,0.008338786,0.01973741,0.001068489,0.002585186,0.02557923,0.1901674,0.5843232],"study_design_scores_gemma":[0.0003248302,0.000895583,0.193677,0.002134958,0.0002159433,0.01262171,0.02437919,0.001937551,0.001129081,0.004230336,0.7580859,0.0003679316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.341521,0.0510589,0.005551283,0.4005967,0.004190107,0.0006110003,0.001873636,0.0004282995,0.194169],"genre_scores_gemma":[0.8624269,0.05004711,0.01115094,0.05294272,0.001402165,0.0001651432,0.001030711,0.0004271992,0.02040697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05944943,"threshold_uncertainty_score":0.3108839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548129548220611,"score_gpt":0.3290026684388645,"score_spread":0.3035213729566584,"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."}}