{"id":"W4280544234","doi":"10.1055/a-1770-4626","title":"Imaging of the Osteoporotic Spine – Quantitative Approaches in Diagnostics and for the Prediction of the Individual Fracture Risk","year":2022,"lang":"en","type":"article","venue":"RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"H2020 European Research Council; Deutsche Forschungsgemeinschaft; B. Braun-Stiftung","keywords":"Osteoporosis; Magnetic resonance imaging; Medicine; Radiology; Bone mineral; Medical imaging; Pathology","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":[0.002564614,0.001188891,0.001394742,0.003652693,0.0002921584,0.002586285,0.001401095,0.002458046,0.002472566],"category_scores_gemma":[0.0051723,0.0006290745,0.0008993003,0.002436468,0.001379059,0.001788876,0.001429564,0.001452995,0.00140629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007507227,"about_ca_system_score_gemma":0.001082402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001371,"about_ca_topic_score_gemma":0.002133652,"domain_scores_codex":[0.9986343,0.0004759485,0.00008623677,0.0003127264,0.0004137073,0.00007717898],"domain_scores_gemma":[0.9986851,0.0006028783,0.000192629,0.0001220575,0.0003322128,0.00006522178],"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":[0.0003573299,0.0001734221,0.01568727,0.003345071,0.0006963818,0.0004498695,0.0003512208,0.05183626,0.03779823,0.03775215,0.02297312,0.8285797],"study_design_scores_gemma":[0.0001193238,0.0006776184,0.03614239,0.003684472,0.001178194,0.004246751,0.001045164,0.4774902,0.03106018,0.2354378,0.2084046,0.0005133345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01505156,0.1844889,0.782425,0.005490222,0.0008008462,0.000188771,0.001409424,0.001369883,0.008775516],"genre_scores_gemma":[0.3252403,0.191855,0.4654556,0.002789671,0.003473886,0.00054652,0.002129494,0.0004877776,0.008021687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003652693,"threshold_uncertainty_score":0.0135631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07187068995560493,"score_gpt":0.3210035359836036,"score_spread":0.2491328460279987,"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."}}