{"id":"W4409570518","doi":"10.1007/978-3-031-77314-3_10","title":"Healthcare Professional Perspectives on Managing Medications in Older People in Different Healthcare Settings","year":2025,"lang":"en","type":"book-chapter","venue":"Advanced clinical pharmacy - research, development and practical applications/Advanced clinical pharmacy - research, development and practical applications","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Drug Policy Research Network; Trillium Health Centre","funders":"","keywords":"Health care; Health professionals; Nursing; Older people; Medicine; Psychology; Gerontology; Political science","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":[0.002947864,0.0002317036,0.0002327048,0.0006662973,0.002408843,0.004364035,0.0005286497,0.002444911,0.006670489],"category_scores_gemma":[0.002877476,0.0001906575,0.0003507265,0.0008179013,0.00186471,0.00252826,0.002490045,0.003779239,0.0008085535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659532,"about_ca_system_score_gemma":0.003514147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007616062,"about_ca_topic_score_gemma":0.02694149,"domain_scores_codex":[0.9986772,0.0006889944,0.00004723151,0.00006028726,0.0002792513,0.0002469167],"domain_scores_gemma":[0.9982207,0.0008630772,0.00009381296,0.00001771276,0.0002357594,0.0005689249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007942375,0.0003217684,0.004681646,0.0009146305,0.0000280373,0.00431507,0.1758308,0.0003151767,0.0007940599,0.1314344,0.4018821,0.279403],"study_design_scores_gemma":[0.00001744001,0.0001127863,0.006324248,0.001398195,0.00001912985,0.004251037,0.1186299,0.0001829779,0.0001722102,0.02080152,0.8480652,0.00002530436],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04193091,0.1347155,0.003804457,0.3603141,0.008863917,0.00004442905,0.00008300185,0.00005865585,0.450185],"genre_scores_gemma":[0.3697499,0.1837648,0.008383331,0.2277601,0.006987332,0.0001140295,0.0001553896,0.00009094134,0.2029942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007616062,"threshold_uncertainty_score":0.02231497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3369620834441923,"score_gpt":0.6105511302668977,"score_spread":0.2735890468227054,"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."}}