{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003934303,0.0001015308,0.000176788,0.00005467574,0.0003360237,0.00009196965,0.00007958287,0.00006439784,0.000004969736],"category_scores_gemma":[0.000349727,0.0000782623,0.0000877194,0.0002773848,0.0001431844,0.0001437179,0.00004928019,0.0001498117,0.000003002991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654877,"about_ca_system_score_gemma":0.0002613235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451672,"about_ca_topic_score_gemma":0.0001199356,"domain_scores_codex":[0.998866,0.00008554324,0.000210709,0.0003098606,0.0003253395,0.0002025196],"domain_scores_gemma":[0.9992978,0.00005652809,0.00009686767,0.0003395395,0.0001013914,0.00010789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000199343,0.0004656365,0.8936555,0.0002394052,0.0001867889,0.00005526008,0.0003763978,0.00008075195,0.08108781,0.0002549869,0.00728059,0.01611749],"study_design_scores_gemma":[0.000772816,0.00001726298,0.9854882,0.0001235516,0.0001637592,0.000007152306,0.0002174294,0.01236822,0.0004980991,0.0002239459,0.00004879664,0.00007074918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886699,0.0006229925,0.008027456,0.001762861,0.0002464249,0.0003970402,0.00001586151,0.0001312951,0.0001261381],"genre_scores_gemma":[0.9980697,0.00005997742,0.0007450842,0.0008246268,0.00005106054,0.00003564034,0.00007275991,0.000004580039,0.0001365471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09183268,"threshold_uncertainty_score":0.3191444,"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."}}