{"id":"W4396902612","doi":"10.1007/s00198-024-07078-5","title":"Examining treatment targets and equity in bone-active medication use within secondary fracture prevention: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Osteoporosis International","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Meta-analysis; Rheumatology; Orthopedic surgery; Secondary prevention; Internal medicine; Physical therapy; MEDLINE; Intensive care medicine; Surgery","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02044384,0.002734976,0.01889108,0.004337429,0.0005807052,0.003770742,0.002353945,0.003074322,0.004664271],"category_scores_gemma":[0.04467757,0.002125743,0.04229878,0.005884781,0.0009715044,0.002629592,0.00244078,0.003263298,0.0003457693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002595352,"about_ca_system_score_gemma":0.003892698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230233,"about_ca_topic_score_gemma":0.03063026,"domain_scores_codex":[0.9855692,0.007123911,0.003984043,0.001586434,0.001304271,0.0004321637],"domain_scores_gemma":[0.9771369,0.0180598,0.002842806,0.000749849,0.000989326,0.0002213372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001873458,0.00003283569,0.005152357,0.2095991,0.7689888,0.00006899601,0.000101432,0.0004117758,0.0001039138,0.0001717726,0.0003986298,0.01309703],"study_design_scores_gemma":[0.0006723918,0.00009310275,0.002713903,0.01147322,0.9838508,0.00004123891,0.00005171758,0.0001607174,0.00004076623,0.0001969459,0.0006891316,0.00001608382],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005547906,0.992452,0.0008017228,0.0001651294,0.0001738849,0.0002174368,0.0003942364,0.00002154083,0.0002261785],"genre_scores_gemma":[0.2790164,0.713783,0.003584737,0.001277402,0.000318148,0.0008090623,0.0007342356,0.00004869461,0.0004282587],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9811089,"threshold_uncertainty_score":0.1081187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2045346272211103,"score_gpt":0.4678478253235687,"score_spread":0.2633131981024583,"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."}}