{"id":"W4408408384","doi":"10.1007/s11357-025-01589-7","title":"Automated abdominal aortic calcification scoring from vertebral fracture assessment images and fall-associated hospitalisations: the Manitoba Bone Mineral Density Registry","year":2025,"lang":"en","type":"article","venue":"GeroScience","topic":"Cardiovascular Health and Disease Prevention","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"George & Fay Yee Centre for Healthcare Innovation; University of Manitoba; Concordia University","funders":"Edith Cowan University","keywords":"Medicine; Subclinical infection; Bone mineral; Osteoporosis; 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":[0.00167767,0.0005359478,0.0005278654,0.001625253,0.0008311175,0.0009481962,0.001239382,0.000440852,0.0009714572],"category_scores_gemma":[0.00512592,0.0006869328,0.000480943,0.003141318,0.0003926737,0.0003104554,0.001163001,0.0007200451,0.0004074541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002309193,"about_ca_system_score_gemma":0.00288251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6057788,"about_ca_topic_score_gemma":0.749707,"domain_scores_codex":[0.9989128,0.0003467352,0.00008180988,0.0002481789,0.0002887262,0.0001217312],"domain_scores_gemma":[0.9963545,0.0003344624,0.001143756,0.0003117156,0.001535681,0.0003199124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009661553,0.00002448988,0.9965538,0.00002061024,0.00009226358,0.00002496809,0.00007170161,0.0001442493,0.0001429572,0.00001416824,0.0008931055,0.001921042],"study_design_scores_gemma":[0.00002740309,0.00003721869,0.9977705,0.00002397228,0.00007075926,0.00008740911,0.0001260723,0.001226409,0.00008912061,0.00002098061,0.0005100126,0.0000100545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880453,0.0006565865,0.0009386468,0.0003169817,0.00002118041,0.0001318408,0.008693242,0.0000730346,0.001123236],"genre_scores_gemma":[0.9859447,0.0005417521,0.002219754,0.0001633694,0.00003121769,0.0001487589,0.009929566,0.00001835354,0.001002413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942212,"threshold_uncertainty_score":0.7930857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207757182617022,"score_gpt":0.3042292116208588,"score_spread":0.2921516397946886,"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."}}