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Pharmacist Intervention to Address Drug Related Problems in Patients with Decompensated Liver Cirrhosis
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Background: Patients with decompensated cirrhosis are often given therapeutic and prophylactic drugs. Polypharmacy raises both the likelihood of prescription errors and the complications associated with drugs. Clinical pharmacists are excellent at recognizing, addressing, and preventing clinically significant drug-related problems.

Objectives: Identification types of pharmacist interventions to address drug-related problems in patients with decompensated cirrhosis and assess the acceptance/implementation of these recommendations. And identify patient factors associated with accepting pharmacist recommendations.

Subjects and Methods: Prospective, interventional, clinical study for 80 hospitalized decompensated cirrhosis patients was conducted at Baghdad Teaching Hospital and lasted for four months, from the first of December 2021 until the last of March 2022. The study involved two phases, the first one was observational to identify drug-related problems and classify them according to the Pharmaceutical Care Network Europe classification version 9.1,   and the second phase was interventional to increase the awareness of patients and health care providers about those problems and to propose a proper solution for each one.

Results: The most frequent pharmacist intervention was proposed to the prescriber (54.7%), followed by speaking to the caregiver (37.7%). Acceptance and full implementation were highly observed in 71.1% of the intervention. There is a significant  association between occurring ascites and bleeding in patients and accepting/implementing pharmacist recommendations

Conclusions: Patients with decompensated liver cirrhosis have a significant prevalence of drug-related problems. Clinical pharmacists are excellent at recognizing drug-related problems and reducing their incidence, and their interventions were well accepted.

 

 

 

 

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Sun Jul 09 2023
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Software-defined networking (SDN) presents novel security and privacy risks, including distributed denial-of-service (DDoS) attacks. In response to these threats, machine learning (ML) and deep learning (DL) have emerged as effective approaches for quickly identifying and mitigating anomalies. To this end, this research employs various classification methods, including support vector machines (SVMs), K-nearest neighbors (KNNs), decision trees (DTs), multiple layer perceptron (MLP), and convolutional neural networks (CNNs), and compares their performance. CNN exhibits the highest train accuracy at 97.808%, yet the lowest prediction accuracy at 90.08%. In contrast, SVM demonstrates the highest prediction accuracy of 95.5%. As such, an

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