AIMC Topic: Risk Management

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A hybrid reinforcement learning and knowledge graph framework for financial risk optimization in healthcare systems.

Scientific reports Aug 8, 2025
Effective financial risk management in healthcare systems requires intelligent decision-making that balances treatment quality with cost efficiency. This paper proposes a novel hybrid framework that integrates reinforcement learning (RL) with knowled...
Humans Neural Networks, Computer Delivery of Health Care Risk Management Deep Learning Decision Making
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Optimizing Cardiovascular Risk Management in Primary Care Using a Personalized eCoach Solution Enhanced by an Artificial Intelligence-Driven Clinical Prediction Model: Protocol from the Coronary Artery Disease Risk Estimation and Early Detection Consortium.

JMIR research protocols Aug 8, 2025
BACKGROUND: Atherosclerotic cardiovascular disease poses a heavy burden on the population's health and health care costs. Identifying apparently healthy individuals at risk of developing cardiovascular diseases using clinical prediction models raises...
Cardiovascular Diseases Middle Aged Adult Male Risk Management Coronary Artery Disease Heart Disease Risk Factors Risk Assessment Primary Health Care Artificial Intelligence Precision Medicine Female Humans Risk Factors
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Risk formulation mechanism among top global energy companies under large shocks.

PloS one May 23, 2025
Taking top global energy companies as the epitome, this paper investigates the risk formulation mechanism of the international energy market under the impact of large shocks. We first use the machine learning method in (Liu and Pun, 2022) to calculat...
Humans Machine Learning Risk Management Commerce
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Exploring Suitability of Low-Severity Rating Hospital Incident Reports for Machine Learning.

Computers, informatics, nursing : CIN May 1, 2025
Electronic incident reporting is a key quality and a safety process for healthcare organizations that assists in evaluating performance and informing quality improvement initiatives. Although it is mandatory for high-severity incident reports to be i...
Quality Improvement Documentation Qualitative Research Risk Management Machine Learning Hospitals Humans
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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 Apr 7, 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...
Emergencies Natural Language Processing Humans Machine Learning Risk Management Fires
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Advancing enterprise risk management with deep learning: A predictive approach using the XGBoost-CNN-BiLSTM model.

PloS one Apr 3, 2025
Enterprise risk management is a key element to ensure the sustainable and steady development of enterprises. However, traditional risk management methods have certain limitations when facing complex market environments and diverse risk events. This s...
Risk Management Boosting Machine Learning Algorithms Humans Neural Networks, Computer Deep Learning
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Radiation oncology at crossroads: Rise of AI and managing the unexpected.

Journal of applied clinical medical physics Feb 17, 2025
Integrating artificial intelligence (AI) into radiation oncology has revolutionized clinical workflows, enhancing efficiency, safety, and quality. However, this transformation comes with a price of increased complexity and the emergence of unpredicta...
Patient Safety Risk Assessment Neoplasms Risk Management Humans Artificial Intelligence Radiation Oncology
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Integrating enterprise risk management to address AI-related risks in healthcare: Strategies for effective risk mitigation and implementation.

Journal of healthcare risk management : the journal of the American Society for Healthcare Risk Management Feb 14, 2025
The incorporation of artificial intelligence (AI) in health care offers revolutionary enhancements in patient diagnostics, clinical processes, and overall access to services. Nevertheless, this technological transition brings forth various new, intri...
Risk Management Root Cause Analysis Artificial Intelligence Delivery of Health Care Humans
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Risk management of patients with multiple CVDs: what are the best practices?

Expert review of cardiovascular therapy Nov 19, 2024
INTRODUCTION: Managing patients with multiple risk factors for CVDs can present distinct challenges for healthcare providers, therefore addressing them can be paramount to optimize patient care.
Humans Cardiovascular Diseases Practice Guidelines as Topic Machine Learning Life Style Risk Management Delivery of Health Care Risk Factors
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Ethicara for Responsible AI in Healthcare: A System for Bias Detection and AI Risk Management.

AMIA ... Annual Symposium proceedings. AMIA Symposium Oct 21, 2024
The increasing torrents of health AI innovations hold promise for facilitating the delivery of patient-centered care. Yet the enablement and adoption of AI innovations in the healthcare and life science industries can be challenging with the rising c...
Risk Management Bias Delivery of Health Care Humans Risk Assessment Artificial Intelligence
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