{"id":"W4400655149","doi":"10.1186/s12877-024-05189-6","title":"A quantitative study on the impact of a community falls pharmacist role, on medicines optimisation in older people at risk of falls","year":2024,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Medicine; Polypharmacy; Pharmacist; Anticholinergic; Geriatrics; Psychological intervention; Beers Criteria; Population; Emergency medicine; Environmental health; Intensive care medicine; Family medicine; Psychiatry; Internal medicine; Pharmacy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001497405,0.0001738001,0.000397688,0.0001926312,0.00007016237,0.00001277058,0.0001351308,0.00005295529,0.0001449537],"category_scores_gemma":[0.00130563,0.00009025256,0.0001778888,0.000717251,0.00004460875,0.00007587512,0.0000691571,0.0005734739,0.00001750016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001471169,"about_ca_system_score_gemma":0.00009119665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399645,"about_ca_topic_score_gemma":0.0003293231,"domain_scores_codex":[0.9979142,0.0008911647,0.000458241,0.0001406244,0.0004350818,0.0001607017],"domain_scores_gemma":[0.9927866,0.006509873,0.0002511914,0.0002801855,0.00009619723,0.00007598048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003679577,0.003266077,0.9516295,0.0003558098,0.0003390043,0.00000833902,0.0352698,0.00137413,0.002510913,0.0001100665,0.0005141312,0.0009427043],"study_design_scores_gemma":[0.003396157,0.004368218,0.9574345,0.000156321,0.0005610617,0.000004540994,0.01107399,0.02198974,0.0007382506,0.00008019533,0.00007032068,0.0001267481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970245,0.0003954388,0.00005021966,0.0002387327,0.0001601118,0.00128929,0.00008719872,0.00002174327,0.0007327672],"genre_scores_gemma":[0.9994425,0.0002213452,0.00007023435,0.0001153245,0.00004516756,0.00002640234,0.00002335854,0.00001327966,0.00004237934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02419581,"threshold_uncertainty_score":0.3680393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805035359495896,"score_gpt":0.4613401832993754,"score_spread":0.2808366473497859,"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."}}