{"id":"W4403059128","doi":"10.58931/crt.2024.1250","title":"Osteoporosis in 2024: Frequency, Monitoring and Treatment","year":2024,"lang":"en","type":"article","venue":"Canadian rheumatology today.","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Osteoporosis; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001695752,0.0001543541,0.0003533937,0.0006410724,0.00008873734,0.00003538853,0.00005006839,0.0002123794,0.0004262053],"category_scores_gemma":[0.00007906881,0.0001367924,0.00004363674,0.0003350626,0.0001067343,0.0000650868,0.00001317531,0.0002920545,0.0001718119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008181999,"about_ca_system_score_gemma":0.001956894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3486125,"about_ca_topic_score_gemma":0.3335568,"domain_scores_codex":[0.9985443,0.00004666476,0.0002732432,0.0003624418,0.0001033666,0.0006699376],"domain_scores_gemma":[0.9986669,0.0001244466,0.00001360039,0.0002131297,0.00002961498,0.0009522971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002019081,0.00001983775,0.9516443,0.0002861719,0.00003557036,0.001419872,0.001028048,2.731894e-7,0.0001509617,0.0008525284,0.001993969,0.04254828],"study_design_scores_gemma":[0.003134565,0.001129313,0.8869579,0.002213478,0.00007585804,0.003864712,0.002328777,0.0004377097,0.0008154736,0.0008021503,0.09771058,0.0005294851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649094,0.01926759,4.493807e-7,0.009548448,0.0006709208,0.0003783386,0.00002294886,0.0000470896,0.005154829],"genre_scores_gemma":[0.9934633,0.003831392,0.0002379481,0.000137933,0.00003660854,0.0001031721,0.00001645988,0.00002633535,0.002146787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09571661,"threshold_uncertainty_score":0.678604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410136908693942,"score_gpt":0.3118978453934232,"score_spread":0.2877964763064838,"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."}}