{"id":"W4413749440","doi":"10.2196/71193","title":"The Effect and Safety of App-Based Interventions for Populations With Osteoarthritis: Systematic Review and Meta-Analysis of Randomized Controlled Trials","year":2025,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Meta-analysis; Randomized controlled trial; Psychological intervention; Physical therapy; Systematic review; Osteoarthritis; Medicine; Psychology; MEDLINE; Alternative medicine; Computer science; Surgery; World Wide Web; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03056236,0.004000603,0.02899644,0.008556405,0.0009499757,0.004497681,0.002876478,0.003183762,0.004003914],"category_scores_gemma":[0.09221268,0.001941192,0.04342853,0.007824728,0.001380098,0.003027854,0.002207715,0.003309776,0.000311266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004951051,"about_ca_system_score_gemma":0.007311457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005497606,"about_ca_topic_score_gemma":0.01017199,"domain_scores_codex":[0.9682728,0.01592511,0.009580717,0.002231068,0.003432908,0.0005574418],"domain_scores_gemma":[0.9375449,0.04896226,0.008700576,0.001294382,0.003063992,0.0004338449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002406816,0.00003593998,0.001127669,0.6239793,0.3560905,0.000064242,0.00007418251,0.0003104749,0.0001162527,0.0001500493,0.0004726748,0.01517188],"study_design_scores_gemma":[0.001517561,0.0003628402,0.001736882,0.07988609,0.9139754,0.00008005408,0.00005238097,0.0001798493,0.0001649114,0.0002906769,0.001725523,0.00002789267],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002789123,0.9942621,0.0007311496,0.0001999003,0.0002406305,0.00110438,0.0003877679,0.00003147921,0.0002535225],"genre_scores_gemma":[0.09413798,0.8933949,0.004357847,0.001237318,0.0003674496,0.005463393,0.0007130624,0.00004240091,0.0002855397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03056236,"threshold_uncertainty_score":0.1616311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162453402456553,"score_gpt":0.4544299694264683,"score_spread":0.338184629180813,"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."}}