{"id":"W4375951557","doi":"10.17480/psk.2023.67.2.118","title":"Current Status of Comprehensive Medication Management in Long-term Care Facilities: Focused on Australia, Canada, the United Kingdom and the United States","year":2023,"lang":"en","type":"article","venue":"Yakhak Hoeji","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Long-term care; Service (business); Medicine; Business; Nursing; Marketing","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":[0.001554631,0.0001811595,0.0002819225,0.002180688,0.001080352,0.00164319,0.0006358665,0.0005201855,0.002530151],"category_scores_gemma":[0.003989185,0.0001313688,0.0002962968,0.00339242,0.0007656873,0.001219219,0.000777556,0.0007229611,0.0001919714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008338897,"about_ca_system_score_gemma":0.03446762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5298675,"about_ca_topic_score_gemma":0.6338407,"domain_scores_codex":[0.9989574,0.0001491207,0.0001459267,0.0001207808,0.0004067585,0.000220049],"domain_scores_gemma":[0.989571,0.0008769261,0.001659535,0.000128107,0.005873391,0.001891078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001644699,0.000242119,0.3362457,0.004652281,0.0000873274,0.0006427539,0.001681958,0.0002908233,0.001178045,0.003256592,0.025141,0.626417],"study_design_scores_gemma":[0.00001955802,0.0002004153,0.8533402,0.004646997,0.0001980853,0.001085642,0.006553142,0.0007317303,0.0008045691,0.0003782768,0.131981,0.00006038681],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3308083,0.5597638,0.001161905,0.05771744,0.0006981938,0.0001283999,0.001750901,0.0001728664,0.04779812],"genre_scores_gemma":[0.6791801,0.3074702,0.00269704,0.005698118,0.0002766717,0.00004885726,0.001058756,0.00001779234,0.003552587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5298675,"threshold_uncertainty_score":0.9458023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2237408504496379,"score_gpt":0.4750043263178448,"score_spread":0.251263475868207,"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."}}