AIMC Topic: Drug Prescriptions
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Deep learning classification of drug-related problems from pharmaceutical interventions issued by hospital clinical pharmacists during medication prescription review: a large-scale descriptive retrospective study in a French university hospital.
European journal of hospital pharmacy : science and practice
Jun 24, 2025
OBJECTIVES: Pharmaceutical interventions are proposals made by hospital clinical pharmacists to address sub-optimal uses of medications during prescription review. Pharmaceutical interventions include the identification of drug-related problems, thei...
Psychotropic medications: a descriptive study of prescription trends in Tabriz, Iran, 2021-2022.
BMC psychiatry
Jan 3, 2025
INTRODUCTION: Mental disorders, such as anxiety and depression, significantly impacted global populations in 2019 and 2020, with COVID-19 causing a surge in prevalence. They affect 13.4% of the people worldwide, and 21% of Iranians have experienced t...
MAPRS: An intelligent approach for post-prescription review based on multi-label learning.
Artificial intelligence in medicine
Aug 30, 2024
Antimicrobial resistance (AMR) is a major threat to public health worldwide. It is a promising way to improve appropriate prescription by the review and stewardship of antimicrobials, and Post-Prescription Review (PPR) is currently the main tool used...
Artificial intelligence and prescription of antibiotic therapy: present and future.
Expert review of anti-infective therapy
Aug 18, 2024
INTRODUCTION: In the past few years, the use of artificial intelligence in healthcare has grown exponentially. Prescription of antibiotics is not exempt from its rapid diffusion, and various machine learning (ML) techniques, from logistic regression ...
Deep learning predicts postoperative opioids refills in a multi-institutional cohort of surgical patients.
Surgery
May 25, 2024
BACKGROUND: To combat the opioid epidemic, several strategies were implemented to limit the unnecessary prescription of opioids in the postoperative period. However, this leaves a subset of patients who genuinely require additional opioids with inade...
The Unseen Hand: AI-Based Prescribing Decision Support Tools and the Evaluation of Drug Safety and Effectiveness.
Drug safety
Nov 29, 2023
The use of artificial intelligence (AI)-based tools to guide prescribing decisions is full of promise and may enhance patient outcomes. These tools can perform actions such as choosing the 'safest' medication, choosing between competing medications, ...
Hybrid Method Incorporating a Rule-Based Approach and Deep Learning for Prescription Error Prediction.
Drug safety
Nov 12, 2021
INTRODUCTION: Recently, automated detection has been a new approach to address the risks posed by prescribing errors. This study focused on prescription errors and utilized real medical data to supplement the Drug Utilization Review (DUR)-based rules...
High alert drugs screening using gradient boosting classifier.
Scientific reports
Oct 11, 2021
Prescription errors in high alert drugs (HAD), a group of drugs that have a high risk of complications and potential negative consequences, are a major and serious problem in medicine. Standardized hospital interventions, protocols, or guidelines wer...
An updated, computable MEDication-Indication resource for biomedical research.
Scientific reports
Sep 23, 2021
The MEDication-Indication (MEDI) knowledgebase has been utilized in research with electronic health records (EHRs) since its publication in 2013. To account for new drugs and terminology updates, we rebuilt MEDI to overhaul the knowledgebase for mode...
Predicting postoperative opioid use with machine learning and insurance claims in opioid-naïve patients.
American journal of surgery
Mar 26, 2021
BACKGROUND: The clinical impact of postoperative opioid use requires accurate prediction strategies to identify at-risk patients. We utilize preoperative claims data to predict postoperative opioid refill and new persistent use in opioid-naïve patien...
Drug Prescriptions
Preoperative Period
Arthralgia
Back Pain
Databases, Pharmaceutical
Insurance Claim Review
Prescription Drug Overuse
Abdominal Pain
Analgesics, Opioid
Headache
Postoperative Period
Comorbidity
Humans
ROC Curve
Young Adult
Machine Learning
Area Under Curve
Adult
Retrospective Studies
Forecasting
Male
Female
Middle Aged
Aged
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