{"id":"W4410084713","doi":"10.1007/s40520-025-03017-4","title":"Comparative efficacy and safety of antidiabetic drugs for obese patients with knee osteoarthritis: a network meta-analysis of randomized controlled trials","year":2025,"lang":"en","type":"review","venue":"Aging Clinical and Experimental Research","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Osteoarthritis; Meta-analysis; Randomized controlled trial; MEDLINE; Physical therapy; Alternative medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01288042,0.0004693208,0.0345553,0.0005858017,0.0001461835,0.0000371861,0.0001137956,0.0002602256,0.00007557455],"category_scores_gemma":[0.003166371,0.0002445591,0.005686157,0.0007455114,0.0009983861,0.00004534013,0.0001798942,0.0003940754,9.432229e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002549978,"about_ca_system_score_gemma":0.0002886092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001658372,"about_ca_topic_score_gemma":0.000004675397,"domain_scores_codex":[0.9893136,0.005123378,0.003686716,0.0007025278,0.0007442187,0.0004295584],"domain_scores_gemma":[0.952333,0.0455206,0.001060697,0.0003719792,0.0004777029,0.0002359832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.3001906,0.001989137,0.0001246576,0.006097529,0.4147573,0.000009242849,0.0004967878,8.95708e-7,0.000003068516,0.0004447147,0.0000570379,0.275829],"study_design_scores_gemma":[0.4950424,0.007178315,0.000009178072,0.009009718,0.4860364,8.331426e-7,0.0001863401,0.00001263121,0.00005264316,0.00005801155,0.002196066,0.0002174373],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01173569,0.9715548,0.000007980913,0.00002663437,0.00007689505,0.01611516,0.0002158676,0.00001065962,0.0002563403],"genre_scores_gemma":[0.06311858,0.9322159,0.0007379524,0.00002324036,0.00008617943,0.002740598,0.0004902676,0.00003048296,0.0005567536],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2756115,"threshold_uncertainty_score":0.997283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2355440189014608,"score_gpt":0.5155080798248411,"score_spread":0.2799640609233803,"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."}}