AIMC Topic: Drug Prescriptions
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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...
Back Pain
Databases, Pharmaceutical
Insurance Claim Review
Prescription Drug Overuse
Postoperative Period
Drug Prescriptions
Preoperative Period
Arthralgia
Male
Middle Aged
Comorbidity
ROC Curve
Area Under Curve
Abdominal Pain
Analgesics, Opioid
Headache
Female
Aged
Young Adult
Adult
Humans
Machine Learning
Forecasting
Retrospective Studies
[G5 can't do without 5G].
Nederlands tijdschrift voor geneeskunde
Mar 19, 2021
In the Netherlands, 5 web-based systems co-exist in the public domain to provide relevant pharmacotherapeutic information for physicians, pharmacists and patients. Although these systems provide significant support to prescribers, still much can be i...
PARS, a system combining semantic technologies with multiple criteria decision aiding for supporting antibiotic prescriptions.
Journal of biomedical informatics
Oct 14, 2019
OBJECTIVE: Motivated by the well documented worldwide spread of adverse drug events, as well as the increased danger of antibiotic resistance (caused mainly by inappropriate prescribing and overuse), we propose a novel recommendation system for antib...
Predicting inadequate postoperative pain management in depressed patients: A machine learning approach.
PloS one
Feb 6, 2019
Widely-prescribed prodrug opioids (e.g., hydrocodone) require conversion by liver enzyme CYP-2D6 to exert their analgesic effects. The most commonly prescribed antidepressant, selective serotonin reuptake inhibitors (SSRIs), inhibits CYP-2D6 activity...
Machine learning for prediction of sustained opioid prescription after anterior cervical discectomy and fusion.
The spine journal : official journal of the North American Spine Society
Jan 30, 2019
BACKGROUND CONTEXT: The severity of the opioid epidemic has increased scrutiny of opioid prescribing practices. Spine surgery is a high-risk episode for sustained postoperative opioid prescription.
Neural network analysis of Chinese herbal medicine prescriptions for patients with colorectal cancer.
Complementary therapies in medicine
Dec 5, 2018
Traditional Chinese Medicine (TCM) is an experiential form of medicine with a history dating back thousands of years. The present study aimed to utilize neural network analysis to examine specific prescriptions for colorectal cancer (CRC) in clinical...
FABLE: A Semi-Supervised Prescription Information Extraction System.
AMIA ... Annual Symposium proceedings. AMIA Symposium
Dec 5, 2018
Prescription information is an important component of electronic health records (EHRs). This information contains detailed medication instructions that are crucial for patients' well-being and is often detailed in the narrative portions of EHRs. As a...
Robotic dispensing improves patient safety, inventory management, and staff satisfaction in an outpatient hospital pharmacy.
Journal of evaluation in clinical practice
Aug 22, 2018
RATIONALE, AIMS AND OBJECTIVES: Implementation of robotic systems in outpatient hospital pharmacies is uncommon. Other than cost, 1 of the barriers to widespread adoption is the lack of definitive evidence that this technology actually reduces dispen...
Learning Doctors' Medicine Prescription Pattern for Chronic Disease Treatment by Mining Electronic Health Records: A Multi-Task Learning Approach.
AMIA ... Annual Symposium proceedings. AMIA Symposium
Apr 16, 2018
Increasing learning ability from massive medical data and building learning methods robust to data quality issues are key factors toward building data-driven clinical decision support systems for medicine prescription decision support. Here, we attem...
Deep Learning Solutions for Classifying Patients on Opioid Use.
AMIA ... Annual Symposium proceedings. AMIA Symposium
Apr 16, 2018
Opioid analgesics, as commonly prescribed medications used for relieving pain in patients, are especially prevalent in US these years. However, an increasing amount of opioid misuse and abuse have caused lots of consequences. Researchers and clinicia...
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