{"id":"W4412817151","doi":"10.1002/hsr2.70981","title":"Acceptability of Interventions to Address Polypharmacy in Older Adult Outpatients: A Systematic Review and Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Health Science Reports","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Respiratory Research Network; McGill University Health Centre; St. Michael's Hospital","funders":"Health Canada","keywords":"Polypharmacy; Meta-analysis; Psychological intervention; Medicine; Systematic review; Gerontology; Psychology; MEDLINE; Intensive care medicine; Psychiatry; Political science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01844169,0.002451832,0.01841902,0.004821565,0.000558099,0.003535863,0.001844552,0.002189224,0.002870532],"category_scores_gemma":[0.048919,0.001514491,0.03846621,0.004838762,0.0008140252,0.001801241,0.001533645,0.002277871,0.0001969556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003297043,"about_ca_system_score_gemma":0.003415049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005822418,"about_ca_topic_score_gemma":0.01132784,"domain_scores_codex":[0.984669,0.00769547,0.004392822,0.001092251,0.00186491,0.0002854897],"domain_scores_gemma":[0.9623777,0.02930833,0.00547495,0.0006331335,0.00187201,0.0003337837],"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":[0.002619511,0.00005202966,0.002840769,0.4631546,0.5152045,0.00007041472,0.000105652,0.0003426342,0.0001289848,0.00009597658,0.0003105326,0.01507448],"study_design_scores_gemma":[0.001186997,0.0004188927,0.004299318,0.04454583,0.9476506,0.00008013641,0.00006530272,0.0002104952,0.000153213,0.0001610402,0.001202675,0.0000253604],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008625383,0.9890542,0.0005475832,0.0002111183,0.000136682,0.000604054,0.0004419927,0.00002152469,0.0003574585],"genre_scores_gemma":[0.2641994,0.7288176,0.002675002,0.0009670104,0.0002580226,0.002035566,0.0007205351,0.00002908914,0.0002977087],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01844169,"threshold_uncertainty_score":0.09753013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3022610093515293,"score_gpt":0.5785236071343977,"score_spread":0.2762625977828683,"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."}}