{"id":"W4411736919","doi":"10.3390/healthcare13131531","title":"Examining the Effect of Polypharmacy on Quality of Life and Frailty in Older Adults from the Perspective of Community-Based Rehabilitation","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Quality of life (healthcare); Context (archaeology); Medicine; Gerontology; Older people; Rehabilitation; Perspective (graphical); Geriatrics; Physical therapy; Psychiatry; Internal medicine; Nursing","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":[0.002361326,0.0002538331,0.0003804885,0.00114543,0.0003506264,0.0005935755,0.0002878779,0.0003836906,0.0008027951],"category_scores_gemma":[0.00566545,0.0001139147,0.000669323,0.0008499771,0.0002691644,0.0005064592,0.0008596216,0.0004477593,0.00007322739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003585874,"about_ca_system_score_gemma":0.0006077283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003226484,"about_ca_topic_score_gemma":0.007203354,"domain_scores_codex":[0.9985813,0.0006842414,0.0001654437,0.0001062372,0.0003454621,0.0001173042],"domain_scores_gemma":[0.9969277,0.0008699806,0.001198648,0.00008527108,0.0005190586,0.0003992859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001520139,0.0002076057,0.9884156,0.0001149479,0.0001795653,0.00004869934,0.0004814188,0.00005297786,0.0001485489,0.00002185237,0.00005094802,0.01012578],"study_design_scores_gemma":[0.000005355283,0.0003829113,0.9987717,0.0000321542,0.00004668803,0.00005677412,0.0004254116,0.0001187451,0.0000416965,0.00002235975,0.0000932773,0.000002979271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983701,0.001050976,0.00009137718,0.00008556026,0.00000522127,0.00001733491,0.00005049707,8.387992e-7,0.0003281709],"genre_scores_gemma":[0.9993904,0.0003230344,0.0001461623,0.0000282098,0.000007077467,0.00001281559,0.00005054072,2.348728e-7,0.00004155135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003226484,"threshold_uncertainty_score":0.01248807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1842511981412521,"score_gpt":0.4935427270570389,"score_spread":0.3092915289157868,"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."}}