{"id":"W4412943627","doi":"10.1093/jbmrpl/ziaf117","title":"External validation of a novel HR-pQCT fracture risk assessment tool (<b>μ</b>FRAC) in a female cohort: Sahlgrenska University Hospital Prospective Evaluation of Risk of Bone Fractures (SUPERB) study","year":2025,"lang":"en","type":"article","venue":"JBMR Plus","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary","funders":"Vetenskapsrådet; Canadian Institutes of Health Research; IngaBritt och Arne Lundbergs Forskningsstiftelse","keywords":"Medicine; Prospective cohort study; University hospital; Risk assessment; Cohort; Osteoporotic fracture; Cohort study; Osteoporosis; Internal medicine; Computer science; Bone mineral","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":[0.002634993,0.0001794459,0.0007092948,0.0004764695,0.0000827814,0.000009138425,0.0001064691,0.0001768858,0.0001270199],"category_scores_gemma":[0.001292365,0.0001605996,0.0001370032,0.0006765515,0.0001071784,0.0001591966,0.00009461564,0.0006445548,0.000001091184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007673211,"about_ca_system_score_gemma":0.001544026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005640636,"about_ca_topic_score_gemma":0.0006157878,"domain_scores_codex":[0.9968336,0.0004558874,0.0006839255,0.0004052074,0.001371679,0.0002497466],"domain_scores_gemma":[0.9972901,0.0003354389,0.0006035353,0.0004637164,0.001221761,0.00008544961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001157902,0.002828744,0.9864753,0.0002482629,0.0001924352,0.00001310401,0.003613875,0.001511862,0.00121386,0.00002737361,0.00006369733,0.00265353],"study_design_scores_gemma":[0.009625001,0.001284987,0.9744012,0.0003221972,0.0006586486,0.00000233671,0.004588065,0.0038758,0.004952444,0.0001690524,0.00001401408,0.0001062412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939878,0.000363326,0.0009475357,0.0001378905,0.0001043336,0.003857288,0.0001224193,0.00001406014,0.0004653585],"genre_scores_gemma":[0.9986131,0.0001139582,0.001064487,0.00002199535,0.00003502802,0.00003837069,0.00003562564,0.00001218844,0.00006519799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01207414,"threshold_uncertainty_score":0.8526992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783984955650277,"score_gpt":0.3682566086969304,"score_spread":0.3504167591404276,"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."}}