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Surveys

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

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Non-suicidal self-injury in middle school students: Influencing factors and a risk prediction model.

Non-suicidal self-injury (NSSI) is becoming increasingly prevalent and harmful among adolescents, yet its intrinsic mechanism and early identification remain to be further explored. To investigate the influencing factors of NSSI in junior high school students and develop an early identification tool, a questionnaire survey was conducted on 1160 junior high school students in Shandong Province (49....

Mar 2 2026 41780693

A comprehensive survey on medical concept normalization: Datasets, techniques, applications, and future directions.

Medical concept normalization (MCN) involves mapping informal medical terms or phrases to standardized medical concepts, serving a crucial role in medical text analysis, healthcare intelligence, and other applications. Previous studies have primarily focused on developing datasets, refining machine learning algorithms, and applying them to downstream tasks, but a comprehensive survey covering all ...

Mar 2 2026 41780734
Predicting Non-Response to Multicomponent Treatment in Fibromyalgia: Development and Validation of a Machine Learning Model.

BACKGROUND: Multicomponent programs combining therapeutic exercise, cognitive-behavioral therapy, and pain neuroscience education demonstrate overall ...

Mar 2 2026 41766528
Redefining Cytotechnologist Practice in Sweden: National Survey on Workload, Expanded Roles, and Future Competency Needs.

INTRODUCTION: Cytotechnologists have long been central to cervical cancer screening, although their education and job responsibilities differ markedly...

Mar 2 2026 41770652
Utilization of machine learning in diagnosis of postural tachycardia syndrome (POTS).

PURPOSE: Postural orthostatic tachycardia syndrome (POTS) is a common autonomic disorder characterized by orthostatic intolerance and excessive tachyc...

Mar 2 2026 41772339
Telerehabilitation of chronic low back pain: protocol of a systematic review and network meta-analysis.

BACKGROUND: Chronic low back pain (CLBP) is among the most disabling musculoskeletal disorders worldwide. Traditional in-person rehabilitation is ofte...

Mar 2 2026 41765905
Factors associated with self-harm in patients with substance use disorders who died by suicide: national hybrid questionnaire registry study.

BACKGROUND: Self-harm, self-poisoning or self-injury, irrespective of the motivation, is a central risk factor for suicide. Still, there is limited kn...

Mar 1 2026 40143678
A Comprehensive Survey on Evidential Deep Learning and its Applications.

Reliable uncertainty estimation has become a crucial requirement for the industrial deployment of deep learning algorithms, particularly in high-risk ...

Mar 1 2026 41134959
A Survey of Graph Neural Networks in Real World: Imbalance, Noise, Privacy and OOD Challenges.

Graph-structured data exhibits universality and widespread applicability across diverse domains, such as social network analysis, biochemistry, financ...

Mar 1 2026 41201947
From System 1 to System 2: A Survey of Reasoning Large Language Models.

Achieving human-level intelligence requires refining the transition from the fast, intuitive System 1 to the slower, more deliberate System 2 reasonin...

Mar 1 2026 41289126
Impact of Label Noise from Large Language Model-generated Annotations on Evaluation of Diagnostic Model Performance.

Purpose To systematically examine how large language model (LLM)-generated label noise impacts real-world evaluation of artificial intelligence (AI) b...

Mar 1 2026 41441444
Digital Skills Assessments in Occupational Therapy: A Scoping Review.

IMPORTANCE: Digital skills are increasingly essential in performing daily activities. Occupational therapy practitioners require valid and accessible ...

Mar 1 2026 41609483
Exploring the Ethical Dimensions of AI-Driven Patient Monitoring in Critical Care Nursing: A Systematic Review.

BACKGROUND: Artificial intelligence (AI) is increasingly applied in intensive care units (ICUs) to enhance monitoring, prediction and decision-making....

Mar 1 2026 41655003
A Comprehensive Risk Analysis Framework for Medical AI: A Mixed-Methods Approach.

Artificial intelligence (AI) is set to transform traditional healthcare delivery and patient care. However, this transformation presents a range of ch...

Mar 1 2026 41715946
Beyond hype: Adoption and attitudes toward generative AI among Indonesian medical physicists.

PURPOSE: To evaluate adoption patterns and attitudes toward generative AI-particularly large language models (LLMs) such as ChatGPT-among medical phys...

Feb 27 2026 41762967
Reliability of AI-driven cephalometric analysis on CBCT: comparison with manual 2D cephalometry.

BACKGROUND: Artificial intelligence (AI) is increasingly utilized in orthodontics to automate cephalometric analysis. Despite promising results for AI...

Feb 27 2026 41758431
Physics-Guided Inverse Design of Nonfullerene Acceptors via a Deep-Learning-Accelerated Genetic Algorithm.

The discovery of high-performing nonfullerene acceptors (NFAs) for organic solar cells (OSCs) is challenged by the vastness of chemical space and the ...

Feb 27 2026 41759037
Optimized fault-tolerant data processing module for high-reliability CNN accelerator.

Convolutional neural networks have become the foundation of image-inference tasks, with systolic array architectures providing enhanced computational ...

Feb 27 2026 41758874
A survey of recent advances in adversarial attack and defense on vision-language models.

In the rapidly advancing domain of artificial intelligence, Vision-Language Models (VLMs) have emerged as critical tools by synergizing visual and tex...

Feb 26 2026 41780272
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