Systematic analysis of clinical pharmaceutical rehabilitation model based on data mining
Objective To systematically analyze the clinical pharmaceutical rehabilitation model based on data mining,so as to explore its role in improving drug treatment efficacy,reducing drug side effects,and optimizing rehabilitation experience.Methods We retrieved published literatures related to clinical pharmaceutical rehabilitation from CNKI,Wanfang,VIP,and PubMed,with a search time from inception to June 30,2022.Results Totally 11 articles were enrolled in this study.A study involving 69 randomized controlled trials(RCTs)demonstrated that the involvement of pharmacists in medication reviews significantly improved the control of hypertension,type 2 diabetes,and high cholesterol.The odds ratio(OR)for improved control was 2.71(95%confidence interval[CI]:1.03-7.01)for hypertension,3.12(95%CI:1.12-5.84)for type 2 diabetes,and 1.90(95%CI:1.05-3.35)for high cholesterol.A study involving 6 RCTs and 2 573 patients with chronic kidney disease(CKD)showed that pharmacist-led blood pressure monitoring,lifestyle,and medication regimen assessments significantly improved blood pressure control in CKD patients,with an OR of 1.51(95%CI:1.13-2.03).A Meta-analysis,including 5 RCTs and 3 observational studies,explored the impact of medication education and behavioral interventions on the treatment outcomes of gout.The results revealed that patients receiving medication education and behavioral interventions had a significantly higher rate of uric acid control and a higher proportion of patient with uric acid less than 360 μmol/L.A Meta-analysis of 14 RCTs involving 4 509 patients showed that pharmacist interventions such as medication education and counseling significantly reduced the 30-day readmission rates for hypertension and diabetes patients,with a relative risk(RR)of 0.75(95%CI:0.53-0.96).Eighteen RCTs involving 7 244 patients investigated the impact of pharmacist-led discharge counseling on the readmission rate.The findings showed that discharge counseling significantly reduced readmission rate,with a RR of 0.864(95%CI:0.763-0.997,P=0.020).Eight studies assessed the impact of pharmacist services on readmission rate,and the result showed that patients receiving pharmacy-related services had significantly reduced readmission rates,with a 32%reduction in the risk of readmission(OR=0.74,95%CI:0.62-0.89).A Meta-analysis including 123 studies investigated the effect of pharmacist interventions in patient care on the readmission rate,and the result indicated that pharmacist interventions led to a decrease in readmission rates,with the maximum decrease of 44.5%.A Meta-analysis of 23 RCTs evaluated the impact of pharmacist interventions on medication-related adverse events in elderly residents of nursing homes.The study found that pharmacist-led medication reviews and education significantly reduced adverse events.Another Meta-analysis of 14 RCTs and intervention studies explored the effect of pharmacist involvement in multidisciplinary care on medication-related adverse events.The analysis showed that pharmacist participation in multidisciplinary care was significantly associated with a reduction in the incidence of adverse events(RR=0.47,95%CI:0.28-0.77,P<0.01).A Meta-analysis of 6 RCTs involving 29 291 pediatric inpatients revealed that pharmacist interventions effectively reduced the risk of medication errors in hospitalized children(OR=0.27,95%CI:0.15-0.49).A literature analysis on the effectiveness of clinical pharmaceutical services in patient drug treatment showed that introducing a clinical pharmaceutical service model can reduce the use of antibiotics,lower medical costs,and improve medication satisfaction among patients treated with antibiotics.Conclusion In-depth exploration of clinical pharmaceutical rehabilitation model plays an important role in clinical treatment,which can improve the effectiveness of rehabilitation and reduce the incidence of adverse reactions.
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