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Medical Ethics / Professional Responsibility

Latest AI and machine learning research in medical ethics / professional responsibility for healthcare professionals.

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CHDS: a boundary-oriented oversampling method for imbalanced data based on convex hull and Delaunay triangulation.

Class imbalance presents a critical challenge in machine learning applications, where conventional classifiers often exhibit systematic bias towards the majority class, significantly impairing minority-class classification accuracy. To address this issue, this paper proposes Convex Hull Delaunay Sampling (CHDS), a novel oversampling framework that combines boundary-oriented strategies with geometr...

Jul 1 2026 42386866

A Fully Automated Pipeline for Vertebral Structural Assessment From Medical Images. Application Under Metastatic Conditions.

Spinal bone metastases often lead to vertebral fractures and other skeletal events that severely affect patients' quality of life. Predicting structural failure is essential for guiding treatment and preventing complications. However, conventional assessment tools have limited predictive power, highlighting the need for computational methods capable of simulating disease progression and its mechan...

Jul 1 2026 42348086
Artificial Intelligence in medical research and publishing: progress, risks, and future perspectives.

Artificial intelligence (AI) is rapidly transforming medical research and scholarly publishing, reshaping how scientific knowledge is produced, evalua...

Jun 30 2026 42379290
Region-Specific Evaluation of Plaque Segmentation in Cross-sectional Projections of Carotid Ultrasound Images Using Deep Learning Models in a Sub-clinical Atherosclerosis Cohort.

OBJECTIVE: Detection of atherosclerotic plaque in the carotid arteries is essential for early cardiovascular risk assessment. While B-mode ultrasound ...

Jun 30 2026 42379905
Beyond consent: Reconstructing ethical justification in medical adaptive machine learning systems.

Medical Adaptive Machine Learning Systems (MAMLS) that continuously update their models using clinical data blur the conventional boundary between the...

Jun 30 2026 42368310
Invisible poison attacks and holistic defence strategy for pyramid vision transformers in medical imaging.

Machine learning models, especially vision transformers in the domain of medical images, are highly prone to data poisoning attacks, in which a small ...

Jun 30 2026 42374051
Dynamic low-altitude airspace partitioning and management strategy optimization based on graph neural networks and spatial cognitive constraints.

The rapid expansion of urban air mobility operations demands adaptive airspace management approaches that transcend traditional static sectorization. ...

Jun 29 2026 42374086
Understanding Public Awareness, Attitudes, Beliefs, and Perceptions About ChatGPT in Saudi Arabia: A Road Map for Digital Health.

BACKGROUND Chat Generative Pre-Trained Transformer (ChatGPT) is an advanced artificial intelligence (AI) tool that has become increasingly integrated ...

Jun 27 2026 42363582
Topology-decoupled end-to-end framework for brain tumor MRI detection: boundary-preserving feature flow and inter-channel correlation distillation.

Early and accurate detection of brain tumors is clinically valuable for improving prognosis and guiding treatment. Existing deep-learning methods for ...

Jun 27 2026 42365106
Non-invasive coronary fractional flow reserve prediction using a neural network with hemodynamic and geometric embeddings: A proof-of-concept study.

BACKGROUND AND OBJECTIVES: Invasive fractional flow reserve (FFR) is the clinical gold standard for assessing coronary artery stenosis, but its applic...

Jun 26 2026 42361701
Cloud-based healthcare architecture for securing and monitoring healthcare data.

PURPOSE: A new method known as Lionized Remora optimization based Recurrent Neural Network (LRObRNN) is recommended to enhance the safety of medical i...

Jun 25 2026 41313219
Fine-Tuning Large Language Models for Motivational Interviewing in Health Behavior Change: Development and Evaluation Study.

BACKGROUND: Motivational interviewing (MI) is an effective counseling approach for promoting health behavior change, but its scalability is constraine...

Jun 24 2026 42341298
Trust-driven healthy engagement with conversational AI for mental health support in young adults: a mixed methods study.

Young adults aged 18-35 years increasingly engage with conversational artificial intelligence (C-AI) in everyday contexts in which they may perceive e...

Jun 23 2026 42336913
PINN for stiff moving-boundary PDE to predict the locking point in superheated steam drying.

Physics-informed neural networks (PINNs) often struggle to solve stiff partial differential equations (PDEs) with moving boundaries, such as convectio...

Jun 23 2026 42336996
Boundary-Aware Spectral and Morphological Guidance Method for Feature-Driven Colorectal Cancer Segmentation.

Precise segmentation of medical images plays a crucial role in modern clinical practice, providing important foundations for the quantitative analysis...

Jun 22 2026 42329941
Automated precise recognition of ovine embryo microscopic images using a boundary-enhanced deep learning network.

Efficient selection of in vitro-fertilized embryos is crucial for assisted reproduction in sheep, and automated microscopic analysis can enable object...

Jun 21 2026 42324159
Validation of MRI-based nnU-Net model for automated segmentation of neck lymph nodes in head and neck squamous cell carcinoma: a multicenter study.

PURPOSE: To develop and externally validate an MRI-based deep learning framework for automated 3D segmentation of neck lymph nodes (LNs) in head and n...

Jun 20 2026 42321574
Physics-informed convolutional neural networks for fluid flow through porous media.

Accurate simulation of fluid flow in porous media is a challenging task due to the complexity of pore-space geometries and the computational cost of s...

Jun 18 2026 42315861
Direct Variational Calculation of Two-Electron Reduced Density Matrices via Semidefinite Machine Learning.

We introduce a data-driven framework for approximating the convex set of N-representable two-electron reduced density matrices (2-RDMs). Traditional a...

Jun 17 2026 42310845
Ethical Considerations in Personal Health Large Language Models.

Personal health large language models (PH-LLMs) have rapidly evolved from research prototypes into consumer-facing, data-linked systems that support s...

Jun 17 2026 42308509
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