{"id":"W3191585909","doi":"10.1093/gerona/glab222","title":"Consumer Attitudes Towards Deprescribing: A Systematic Review and Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"The Journals of Gerontology Series A","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"National Health and Medical Research Council; Australian Research Council","keywords":"Deprescribing; Meta-analysis; Environmental health; Psychology; Medicine; Polypharmacy; Intensive care medicine; Internal medicine","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":[0.01984308,0.002487739,0.01478858,0.007126859,0.0006457043,0.003393486,0.002085774,0.002421198,0.003504739],"category_scores_gemma":[0.04802119,0.001282838,0.02805947,0.0071732,0.000829775,0.002029064,0.001414668,0.00189664,0.0002370049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003463712,"about_ca_system_score_gemma":0.004659064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006132021,"about_ca_topic_score_gemma":0.01499609,"domain_scores_codex":[0.9864051,0.006458359,0.003938587,0.001028919,0.001844437,0.0003245229],"domain_scores_gemma":[0.9600781,0.03057904,0.005960935,0.0007156899,0.002363676,0.0003026623],"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":[0.001402504,0.00004247662,0.003040577,0.6438962,0.3369924,0.000129836,0.000180734,0.0002700665,0.0001407294,0.0001434914,0.0005175405,0.01324349],"study_design_scores_gemma":[0.0007426979,0.0002673567,0.004194305,0.09775177,0.8939468,0.0001600774,0.0001260662,0.0001554212,0.0001374871,0.0002298104,0.002255933,0.00003226551],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00471682,0.9932767,0.0004321131,0.0002634682,0.00009939701,0.0004753657,0.0004433965,0.00001579637,0.0002770181],"genre_scores_gemma":[0.1266748,0.8669207,0.002520699,0.001065983,0.000198229,0.001725931,0.0006402063,0.00001789266,0.0002355238],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01984308,"threshold_uncertainty_score":0.1049414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5819435330676495,"score_gpt":0.5324766051249193,"score_spread":0.04946692794273011,"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."}}