Hospital-Based Medicine

Risk Management

Latest AI and machine learning research in risk management for healthcare professionals.

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Machine Learning for Predicting Venous Thromboembolism After Joint Arthroplasty: Systematic Review of Clinical Applicability and Model Performance.

BACKGROUND: There is increasing research on machine learning in predicting venous thromboembolism after joint arthroplasty, but the quality and clinical applicability of these models remain uncertain. OBJECTIVE: This systematic review aims to evaluate the predictive performance and methodological quality of machine learning models for venous thromboembolism risk after joint replacement surgery. ME...

Feb 12 2026 41678788

Evaluating an AI-Enabled Mobile Mental Health Monitoring Tool Among Family Caregivers of Adults Living With Cancer: Single-Arm Feasibility and Acceptability Trial Protocol.

BACKGROUND: Psychological distress, particularly symptoms of depression and anxiety (D&A), is highly prevalent among family caregivers of individuals living with cancer, who often assume central roles in care coordination, treatment adherence, symptom monitoring, and emotional support. Rates of distress among caregivers frequently equal or exceed those observed in patients themselves. Despite incr...

Feb 12 2026 41678797
Real-time, artificial intelligence-guided intraoperative resuscitation and fluid management in trauma anesthesia.

PURPOSE OF REVIEW: To synthesize recent advances in intraoperative resuscitation for trauma surgery, including fluid composition, transfusion threshol...

Feb 11 2026 41685816
PUMAA: Establishing a protocol for utilizing machine learning in forensic anthropological analyses.

The use of machine learning (ML) models in forensic anthropology (FA) has increased in the last half decade; however, there is a lack of a standardize...

Feb 11 2026 41673709
Computerized Self-Reported Medical History Taking to Support Early Rule Out of Major Adverse Cardiac Events in Patients With Acute Chest Pain: Post Hoc Analysis of the CLEOS-CPDS Prospective Cohort Study.

BACKGROUND: Self-reported, computerized history taking (CHT) may enable efficient collection of medical histories for acute chest pain management. OBJ...

Feb 11 2026 41671573
Seismocardiography Pig Hypovolemia Dataset for Signal Quality Indexing and Validated Cardiac Timings.

Seismocardiography (SCG), a non-invasive method for capturing cardio-mechanical signals, is often susceptible to noise and motion artifacts. Current a...

Feb 11 2026 41673031
Integrating optimization and machine learning for estimating water resistivity and saturation in shaley sand reservoirs.

Accurate characterization of shaley-sand reservoirs remains a significant challenge in petroleum geophysics, where complex clay mineralogy often rende...

Feb 11 2026 41673073
An Adaptive Blockchain Framework for Federated IoMT with Reinforcement Learning-Based Consensus and Resource Forecasting.

The rapid growth of the Internet of Medical Things (IoMT) has increased the adoption of remote healthcare applications and telemedicine services. A Ma...

Feb 11 2026 41667513
Long-Term Caregivers' Perceptions and Expectations Toward the Use of Nursing Robots: A Meta-Synthesis of Qualitative Research.

This study aims to synthesize the perceptions and expectations of long-term caregivers regarding the use of nursing robots to inform strategies for en...

Feb 10 2026 41664895
Predicting Energy Expenditure in Preschool Children Using Accelerometer and Gyroscope Data.

PURPOSE: The purpose of this study was to explore whether incorporating gyroscopic and accelerometer data will improve the prediction of energy expend...

Feb 10 2026 41672053
Clinical feasibility test of 60 kVp double-low-dose coronary CT angiography with a deep learning reconstruction algorithm.

OBJECTIVES: To test the feasibility of 60 kVp double-low-dose coronary CT angiography (CCTA) with a deep learning reconstruction (DLR) algorithm. MATE...

Feb 10 2026 41665766
A Comparative Evaluation of 7T MRI for Epilepsy with Deep-Learning-Based Image Reconstruction and Dynamic Parallel Transmission.

OBJECTIVES: 7T MRI enhances lesion detection in epilepsy but is limited by radiofrequency transmission field (B1+) inhomogeneity and long scan times. ...

Feb 10 2026 41667229
When LLMs speak ZigBee: exploring low-latency and reasoning models for network traffic generation.

The generation of realistic network traffic is a critical requirement for testing, simulation, and security evaluation in ZigBee-based IoT systems. In...

Feb 10 2026 41667632
Deep Learning Reconstruction Combined with Contrast-Enhancement Boost Technique in "Quadruple-low" CCTA Protocol: Evaluation of Image Quality and Diagnostic Accuracy.

RATIONALE AND OBJECTIVES: To evaluate the impact of a deep learning reconstruction (DLR) algorithm combined with contrast-enhancement boost (CE-boost)...

Feb 9 2026 41667344
Artificial intelligence-driven predictive analytics for postoperative management and recovery in trauma patients.

PURPOSE OF REVIEW: Post-traumatic care is evolving from a reactive, protocol-driven paradigm to a predictive, personalized approach. This review exami...

Feb 9 2026 41661189
Beyond the algorithm potential: orthodontic tooth-extraction decisions in the age of AI.

A COMMENTARY ON: Ziaei, S., Samani, D., Behjati, M. et al. Accuracy of artificial intelligence in orthodontic extraction treatment planning: a systema...

Feb 9 2026 41663674
Disability risk prediction models in community-dwelling older adults: a systematic review.

BACKGROUND: Early identification of disability risk in community-dwelling older adults has emerged as a critical public health priority. An increasing...

Feb 9 2026 41663979
Foundations, evidence, and applications of translational simulation in obstetric anaesthesia: a narrative review.

Obstetric anaesthetists work in high-acuity settings where maternal and fetal conditions can deteriorate rapidly, requiring coordinated action across ...

Feb 8 2026 41663293
Investigating the Cytoskeleton of DRGs Using Cryo-Electron Microscopy and Deep Learning.

We describe a method for determining the ultrastructural organization of axons and varicosities of cultured dorsal root ganglion (DRG) neurons using c...

Feb 7 2026 41653058
Automation bias and overconfidence in artificial intelligence and associated legal implications.

As use of artificial intelligence algorithms in clinical practice becomes more commonplace, radiologists may become overconfident in the abilities of ...

Feb 6 2026 41671903
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