AIMC Topic: Risk Management

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Medication-rights detection using incident reports: A natural language processing and deep neural network approach.

Health informatics journal Dec 10, 2019
Medication errors often occurred due to the breach of medication rights that are the right patient, the right drug, the right time, the right dose and the right route. The aim of this study was to develop a medication-rights detection system using na...
Patient Safety Support Vector Machine Risk Management Humans Natural Language Processing Neural Networks, Computer
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A systematic review of natural language processing for classification tasks in the field of incident reporting and adverse event analysis.

International journal of medical informatics Oct 5, 2019
CONTEXT: Adverse events in healthcare are often collated in incident reports which contain unstructured free text. Learning from these events may improve patient safety. Natural language processing (NLP) uses computational techniques to interrogate f...
Humans Electronic Health Records Natural Language Processing Adverse Drug Reaction Reporting Systems Risk Management Drug-Related Side Effects and Adverse Reactions
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An automated pipeline for analyzing medication event reports in clinical settings.

BMC medical informatics and decision making Dec 7, 2018
BACKGROUND: Medication events in clinical settings are significant threats to patient safety. Analyzing and learning from the medication event reports is an important way to prevent the recurrence of these events. Currently, the analysis of medicatio...
Machine Learning Patient Safety Support Vector Machine Humans Neural Networks, Computer Risk Management Drug-Related Side Effects and Adverse Reactions
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Artificial intelligence: Implications for the health care risk manager?

Journal of healthcare risk management : the journal of the American Society for Healthcare Risk Management Sep 10, 2018
Humans Artificial Intelligence Risk Assessment Risk Management Delivery of Health Care
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The effect of establishing pre-angiography thresholds on contrast utilization.

Journal of interventional cardiology Dec 20, 2017
INTRODUCTION: Contrast induced nephropathy is linked to contrast utilization and strategies for minimizing renal injury are incorporated into many laboratories that perform coronary angiography. Contrast limits have been described, below which there ...
Middle Aged Coronary Angiography Kidney Diseases Incidence Creatinine Female Risk Management Kidney Function Tests Glomerular Filtration Rate Drug Dosage Calculations Humans Aged Contrast Media Retrospective Studies Male
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Using multiclass classification to automate the identification of patient safety incident reports by type and severity.

BMC medical informatics and decision making Jun 12, 2017
BACKGROUND: Approximately 10% of admissions to acute-care hospitals are associated with an adverse event. Analysis of incident reports helps to understand how and why incidents occur and can inform policy and practice for safer care. Unfortunately ou...
Data Mining Medical Informatics Classification Support Vector Machine Risk Management Humans Patient Safety
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Integrating natural language processing expertise with patient safety event review committees to improve the analysis of medication events.

International journal of medical informatics May 11, 2017
OBJECTIVES: Many healthcare providers have implemented patient safety event reporting systems to better understand and improve patient safety. Reviewing and analyzing these reports is often time consuming and resource intensive because of both the qu...
Drug-Related Side Effects and Adverse Reactions Natural Language Processing Pharmaceutical Preparations Medication Errors Data Interpretation, Statistical Humans Patient Safety Risk Management Advisory Committees
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An integrated breast cancer risk assessment and management model based on fuzzy cognitive maps.

Computer methods and programs in biomedicine Jan 21, 2015
BACKGROUND: There is a growing demand for women to be classified into different risk groups of developing breast cancer (BC). The focus of the reported work is on the development of an integrated risk prediction model using a two-level fuzzy cognitiv...
Models, Statistical Mammography Neoplasm Grading Expert Testimony Risk Management Risk Assessment Decision Support Techniques Computational Biology Computer Simulation Risk Factors Fuzzy Logic Female Breast Neoplasms Humans Algorithms
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Improving the usability of large emergency 911 data reporting systems: A machine learning case study using emergency incident descriptions.

Journal of safety research Jul 1, 2025
INTRODUCTION: Emergency 9-1-1 incident data are recorded voluntarily within fire-department-specific computer-aided dispatch systems. The National Fire Incident Reporting System serves as a repository for these data, but inconsistency and variability...
Natural Language Processing Risk Management Fires Machine Learning Emergencies Humans
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Federated Machine Learning Enables Risk Management and Privacy Protection in Water Quality.

Environmental science & technology Jun 3, 2025
Real-time water quality risk management in wastewater treatment plants (WWTPs) requires extensive data, and data sharing is still just a slogan due to data privacy issues. Here we show an adaptive water system federated averaging (AWSFA) framework ba...
Privacy Water Quality Federated Learning Wastewater Risk Management Machine Learning
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