{"id":"W4412817137","doi":"10.1186/s12891-025-09022-y","title":"Differential effects of GLP-1 receptor agonists on diabetic osteopathy in type 2 diabetes: a patient-stratified network meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMC Musculoskeletal Disorders","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Osteopathy; Meta-analysis; Rheumatology; Type 2 diabetes; Diabetes mellitus; Internal medicine; Sports medicine; Exenatide; Type 1 diabetes; Bioinformatics; Endocrinology; Alternative medicine; Physical therapy; Pathology","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":[0.0146118,0.00242504,0.0110735,0.003213659,0.0005452249,0.002593575,0.001757809,0.002052342,0.003818283],"category_scores_gemma":[0.02429907,0.00121163,0.04613855,0.004156299,0.0005788286,0.00120208,0.001620039,0.002093265,0.0002808328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162361,"about_ca_system_score_gemma":0.001292564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006925711,"about_ca_topic_score_gemma":0.007815996,"domain_scores_codex":[0.9867268,0.00877194,0.001711867,0.001661466,0.0007469953,0.0003809372],"domain_scores_gemma":[0.9834916,0.01293252,0.001628259,0.0009618034,0.0007388461,0.0002470046],"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":[0.005698225,0.00002714129,0.01623127,0.02307011,0.9492779,0.00009957666,0.00003006371,0.001356536,0.0002382857,0.00009783104,0.0004001475,0.003472774],"study_design_scores_gemma":[0.001125827,0.0001894196,0.00689887,0.001188812,0.9889069,0.00005957841,0.00001645771,0.000815922,0.00007789188,0.0002477198,0.0004567968,0.00001580557],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.102836,0.8812376,0.007367918,0.0009931276,0.0006805585,0.0006544258,0.004730136,0.0002128388,0.001287361],"genre_scores_gemma":[0.9142458,0.07644744,0.004024086,0.001121432,0.0002741198,0.0009289605,0.002322883,0.00007808689,0.0005572219],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0146118,"threshold_uncertainty_score":0.07727557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03720057120050137,"score_gpt":0.3485774896556461,"score_spread":0.3113769184551448,"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."}}