{"id":"W4408957438","doi":"10.1002/pds.70133","title":"Prevalence of Polypharmacy in Chinese Community‐Dwelling Older Adults and Forecast by 2035: A Systematic Review and Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Medicine; Meta-analysis; Demography; Confidence interval; Scopus; Logistic regression; Gerontology; MEDLINE; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01463911,0.002599869,0.01523924,0.0115183,0.0006779536,0.003167811,0.001991994,0.002069133,0.002522553],"category_scores_gemma":[0.02826734,0.001450888,0.03543217,0.01008895,0.0005531848,0.002060833,0.001603554,0.001455922,0.0002284799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002786853,"about_ca_system_score_gemma":0.005191939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114167,"about_ca_topic_score_gemma":0.0244137,"domain_scores_codex":[0.9916828,0.002322239,0.003439161,0.001011634,0.001270041,0.0002741486],"domain_scores_gemma":[0.9840752,0.01037464,0.00314532,0.0004901622,0.001693128,0.0002214773],"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":[0.0009499315,0.00002970469,0.01751632,0.4254986,0.5374528,0.0001486599,0.0001248107,0.0006618708,0.0001695162,0.0001733929,0.0008827709,0.01639149],"study_design_scores_gemma":[0.0002507214,0.000127099,0.009184578,0.03924031,0.9485255,0.000132494,0.00006801158,0.0003787659,0.0001001393,0.0002041012,0.001756759,0.00003141896],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006050045,0.9911146,0.0006892674,0.0002832306,0.0001285506,0.000316078,0.001130993,0.0000267648,0.0002604643],"genre_scores_gemma":[0.1839832,0.8080826,0.002757538,0.001033452,0.0003217969,0.001462455,0.002033589,0.00002776618,0.0002975424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01523924,"threshold_uncertainty_score":0.07741994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140607329531825,"score_gpt":0.4689515961264735,"score_spread":0.354890863173291,"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."}}