{"id":"W7081969415","doi":"10.1016/j.afos.2025.08.013","title":"Metabolomics and osteoporosis: The Vietnam osteoporosis study","year":2025,"lang":"en","type":"article","venue":"Osteoporosis and Sarcopenia","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Metabolomics; Osteoporosis; MEDLINE; Osteoporotic fracture","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":[0.0005591385,0.0003812966,0.0005009159,0.0004314951,0.0008186318,0.0006448879,0.0002859639,0.0004235875,0.0009802179],"category_scores_gemma":[0.0007277417,0.0004461493,0.0004859415,0.00180361,0.0002916132,0.0003440752,0.000965887,0.0005976443,0.0001405769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257529,"about_ca_system_score_gemma":0.001947071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2034018,"about_ca_topic_score_gemma":0.2444333,"domain_scores_codex":[0.999739,0.00009101458,0.0000167656,0.00004757251,0.0000328579,0.00007276071],"domain_scores_gemma":[0.9994664,0.00003213491,0.0001237913,0.00004686602,0.00007608615,0.0002547565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005524344,0.0001843688,0.9917275,0.00005104707,0.0003676015,0.0002645459,0.0006193385,0.0001171973,0.0003348274,0.0001192716,0.001758767,0.00390307],"study_design_scores_gemma":[0.00009738665,0.0001068484,0.9972637,0.0000188938,0.0001185326,0.0001223091,0.0008151254,0.00009332468,0.00003107901,0.00005105901,0.001274078,0.000007640711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953048,0.0003931818,0.00008871988,0.0004175275,0.00001643458,0.00005037627,0.00298031,0.000002587369,0.0007460685],"genre_scores_gemma":[0.9953591,0.0005462797,0.0001924536,0.0001673666,0.00001833949,0.0000898744,0.002337135,0.000003759742,0.001285565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034018,"threshold_uncertainty_score":0.4044358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055281314223729,"score_gpt":0.2369258014660645,"score_spread":0.2263729883238272,"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."}}