{"id":"W3203329518","doi":"10.1007/s00198-021-06165-1","title":"Prediction of imminent fracture risk in Canadian women and men aged 45 years or older: external validation of the Fracture Risk Evaluation Model (FREM)","year":2021,"lang":"en","type":"article","venue":"Osteoporosis International","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Rheumatology; Fracture (geology); Risk assessment; Orthopedic surgery; Internal medicine; Physical therapy; Surgery","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":[0.007621401,0.001340218,0.0009812901,0.001759224,0.001843766,0.001209036,0.002779814,0.0008772559,0.002180348],"category_scores_gemma":[0.01794578,0.0005140895,0.002152065,0.001844407,0.0005940475,0.0005149097,0.001721792,0.001387846,0.000532468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01050612,"about_ca_system_score_gemma":0.0200808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9405589,"about_ca_topic_score_gemma":0.9508537,"domain_scores_codex":[0.998064,0.0004110495,0.0001530126,0.0003612559,0.0007393802,0.0002713883],"domain_scores_gemma":[0.9944126,0.001206656,0.0006100508,0.0004263864,0.002998253,0.0003461781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001007424,0.0002479853,0.969863,0.00007570217,0.0005406959,0.00004950769,0.0002323108,0.002881747,0.0001011636,0.000334882,0.005604853,0.01906072],"study_design_scores_gemma":[0.0001856707,0.0001473332,0.9750871,0.00007412412,0.0004061735,0.00009016893,0.0003286306,0.01963088,0.0001502105,0.0003130006,0.003546151,0.00004062856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736801,0.0006962264,0.002966151,0.0006007946,0.00009260074,0.0005216624,0.01696915,0.0001661744,0.004307121],"genre_scores_gemma":[0.972578,0.0004520969,0.006489309,0.0001865095,0.00003105339,0.0003525722,0.01766996,0.00004347066,0.002196914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05944109,"threshold_uncertainty_score":0.1195822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267091979268444,"score_gpt":0.3110958205915538,"score_spread":0.2884249007988693,"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."}}