Public Health & Policy

Ethics

Latest AI and machine learning research in ethics for healthcare professionals.

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A physics-informed decomposition network for carbon ion radiotherapy dose monitoring: a proof-of-concept study.

In-beam positron emission tomography (PET) provides a promising strategy for dose monitoring in carbon ion radiotherapy (CIRT), but accurate dose prediction remains difficult due to the complex, nonlinear relationship between positron-emitter activity and physical dose deposition. This proof-of-concept study aimed to improve activity-to-dose mapping by developing decomposition-based deep learning ...

Aug 21 2026 42628571

Systematic assessment of the medical utility of radiology and diagnostic Artificial Intelligence in fracture detection (SAMURAI-fracture): a protocol for a multicentre cluster-randomised controlled trial.

INTRODUCTION: Fracture misdiagnosis is a common diagnostic error in emergency departments (EDs) and minor injury units (MIUs), leading to poor patient outcomes, unnecessary treatments and significant healthcare costs. Artificial intelligence (AI)-assisted fracture detection tools are now available for use in radiology workflows; however, the impact of these technologies on patient outcomes, experi...

Aug 21 2026 42629153
Predictors in the Clinic: Predicting Patient Choice and Preference.

It has been proposed that technical systems that estimate patient choices and preferences should guide treatment when patients are incapacitated. Howe...

Aug 20 2026 42622548
Safety-Oriented Evaluation of Large Language Models in Health Care: Guideline-Informed Systematic Review.

BACKGROUND: Large language models (LLMs) are rapidly emerging in health care, offering opportunities in decision support, education, and research, but...

Aug 20 2026 42623243
Ethics of artificial intelligence prognostication in palliative care: perspectives from a national survey of palliative care physicians.

OBJECTIVES: Artificial intelligence (AI) tools have the potential to transform access to and delivery of palliative care globally-an urgent unmet need...

Aug 20 2026 42624655
Validation of federated analytics across secure data environments: A comparative study of synthetic healthcare datasets using machine learning and general linear models.

OBJECTIVES: To enable research and innovation, most health data systems are moving away from a model of pooled data egress and instead highlight the b...

Aug 20 2026 42630628
The Continuity Trap in Data Science Health Research.

Secondary use is now the ordinary condition of data science health research rather than an exception to it. Electronic health records collected for cl...

Aug 19 2026 42616578
Argus-Net: Anatomy-Guided Hierarchical Learning for Pulmonary Vasculature Segmentation in Contrast and Non-Contrast CT.

Automatic segmentation of the pulmonary vasculature from thoracic CT is essential for pulmonary embolism assessment, surgical planning, and disease mo...

Aug 18 2026 42613499
Dissolution of Continuity of Ethical Governance in Data Science Health Research: A Diagnostic and Response Framework for Lifecycle Oversight.

Traditional research ethics governance was designed for bounded protocols, identifiable investigators, and temporally limited encounters with human pa...

Aug 18 2026 42610541
Representational Veracity in Data Science Health Research: Targets, Proxies, Labels, and Descriptors.

Prevailing ethical oversight of data science health research concentrates on privacy, consent, bias, and fairness. These concerns are necessary but in...

Aug 18 2026 42610557
Correction to "Contributing factors to beneficence and nonmaleficence in police-led jail diversion programs" by Petreca et al. (2025).

UNLABELLED: Reports an error in "Contributing factors to beneficence and nonmaleficence in police-led jail diversion programs" by Victor G. Petreca, M...

Aug 17 2026 42606829
Acceptability, Usability, and Clinical Appropriateness of an AI-Powered Tool for Linkage to HIV Services After HIV Self-Testing in South Africa: Mixed Methods Evaluation.

BACKGROUND: Timely linkage to HIV prevention and treatment services following HIV self-testing (HIVST) remains a challenge in many countries. While HI...

Aug 17 2026 42607286
Advanced physics-enhanced machine learning and empirical approaches for estimating the oxygen transfer alpha factor in activated sludge.

Accurate estimation of the α0-factor, representing oxygen transfer efficiency under non-steady-state conditions, is critical for energy-efficient aera...

Aug 17 2026 42607775
Conservation-informed machine learning for physically admissible four-phase hydrothermal liquefaction surrogate modelling.

Hydrothermal liquefaction (HTL) distributes wet biomass and residues among bio-oil, char, aqueous product, and gas. Independent phase regressors can p...

Aug 17 2026 42607776
Multimodal and fair artificial intelligence in paediatric rheumatology: challenges and opportunities for a holistic and equitable future.

Multimodal artificial intelligence (AI) is an emerging domain comprising a set of tools with potential clinical relevance in paediatric rheumatology, ...

Aug 14 2026 42600230
What Remains Ours to Think? Reclaiming Critical Thinking in AI-Augmented Student Leadership Education.

The arrival of generative artificial intelligence in learning environments has created an urgent question for leadership educators: what remains disti...

Aug 14 2026 42596733
Regulatory Research Priorities for AI Use in the Medicine Lifecycle: A European Perspective with Global Relevance.

Regulatory bodies play a central role in providing guidance that enables safe and effective use of artificial intelligence tools in medicine developme...

Aug 13 2026 42592877
Adapted foundation models for breast MRI triaging in contrast-enhanced and non-contrast-enhanced protocols.

OBJECTIVES: To evaluate a DINOv2-based medical slice transformer (MST) for triaging abbreviated breast MRI by ruling out examinations with suspicious ...

Aug 13 2026 42593493
The Roles of Biomedical Informatics for an Equitable Learning Health System: Lessons from a Year of Scientific Informatics Literature.

BACKGROUND: Biomedical informatics plays a central role in supporting learning health systems (LHSs) which aim to continuously improve care by transfo...

Aug 13 2026 42594964
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