{"id":"W7117959978","doi":"10.1007/978-3-032-10050-4_20","title":"Osteoporosis Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Osteoporosis; Risk assessment; Bone mass; MEDLINE; Pharmacotherapy","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":[0.0005995115,0.0006462332,0.0005485987,0.001532628,0.0005713266,0.001280413,0.0008724203,0.0008432764,0.2139147],"category_scores_gemma":[0.00137893,0.0003200678,0.0004235978,0.0008013307,0.000220356,0.0006953265,0.0008889837,0.001305843,0.123046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419764,"about_ca_system_score_gemma":0.001143566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002669082,"about_ca_topic_score_gemma":0.01034056,"domain_scores_codex":[0.999582,0.00004247562,0.00001865217,0.00004739971,0.0002817427,0.00002768107],"domain_scores_gemma":[0.9996378,0.00007691991,0.00001447056,0.0000374813,0.0001940409,0.000039316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003739972,0.00006990493,0.0005691536,0.0001244129,0.000006212983,0.0001741004,0.00006174327,0.0001114841,0.000749504,0.004981178,0.4179834,0.5751316],"study_design_scores_gemma":[0.000008022305,0.00002785242,0.001319025,0.0001966013,0.000007851018,0.0008766091,0.00004785802,0.0001636153,0.0004563265,0.003297753,0.9935914,0.000007048644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001225851,0.006095132,0.01276327,0.003248035,0.001205005,0.0002877392,0.002388935,0.001208024,0.9715781],"genre_scores_gemma":[0.005026088,0.004251371,0.01061742,0.001574405,0.0003150655,0.0001333959,0.001751089,0.0002309042,0.9761002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2139147,"threshold_uncertainty_score":0.7156161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03311715881985264,"score_gpt":0.3637741318325607,"score_spread":0.330656973012708,"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."}}