{"id":"W3174814898","doi":"10.1371/journal.pone.0253588","title":"Pharmacist-led educational interventions provided to healthcare providers to reduce medication errors: A systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"","keywords":"Psychological intervention; Medicine; MEDLINE; Pharmacist; Systematic review; Health care; Pharmacy; Protocol (science); Cochrane Library; Audit; Meta-analysis; Family medicine; Intervention (counseling); Data extraction; Odds ratio; Confidence interval; Critical appraisal; Nursing; Alternative 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001266985,0.0004815215,0.008235178,0.0005772209,0.0001021536,0.000070751,0.0002539289,0.0001314428,0.001437701],"category_scores_gemma":[0.005286145,0.0003410905,0.002417478,0.001795879,0.00002685671,0.0001569175,0.0001496919,0.0005518435,0.0002336819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000283466,"about_ca_system_score_gemma":0.0007074046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003627338,"about_ca_topic_score_gemma":0.00002175669,"domain_scores_codex":[0.9947016,0.001205401,0.002034177,0.0008074659,0.000941073,0.000310301],"domain_scores_gemma":[0.9958468,0.0008716102,0.001000653,0.0008391279,0.0005608073,0.0008809896],"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":[0.000007182153,0.0009974604,0.000002688238,0.8307148,0.166414,0.000004650211,0.00008960782,3.792334e-8,6.432205e-7,0.00004302817,0.0009603567,0.0007655729],"study_design_scores_gemma":[0.0001236767,0.00009538139,9.397238e-7,0.2053706,0.7744166,0.00002278898,0.00002288303,0.000006893606,0.000001966878,0.000003805533,0.01970414,0.0002302586],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002470921,0.9018642,0.00003512914,0.08314575,0.00004730528,0.01460104,0.0001981749,0.00003983314,0.00006609146],"genre_scores_gemma":[0.00004099066,0.9737311,0.002374272,0.01023023,0.00008075465,0.008022579,0.001099643,0.00005119742,0.004369231],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6253442,"threshold_uncertainty_score":0.9999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.655432126830622,"score_gpt":0.5477579385809933,"score_spread":0.1076741882496287,"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."}}