AIMC Topic: Humans

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Motor imagery EEG signal classification using novel deep learning algorithm.

Scientific reports Jul 8, 2025
Electroencephalography (EEG) signal classification plays a critical role in various biomedical and cognitive research applications, including neurological disorder detection and cognitive state monitoring. However, these technologies face challenges ...
Brain-Computer Interfaces Deep Learning Wavelet Analysis Humans Electroencephalography Algorithms Imagination Signal Processing, Computer-Assisted
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Unveiling aging heterogeneities in human dermal fibroblasts via nanosensor chemical cytometry.

Nature communications Jul 8, 2025
Aging heterogeneity in tissue-regenerative cells leads to variable therapeutic outcomes, complicating quality control and clinical predictability. Conventional analytical methods relying on labeling or cell lysis are destructive and incompatible with...
Single-Cell Analysis Fibroblasts Flow Cytometry Deep Learning Hydrogen Peroxide Humans Phenotype Cellular Senescence Nanotubes, Carbon Dermis Nanotechnology
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Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.

Nature communications Jul 8, 2025
Computational competitions are the standard for benchmarking medical image analysis algorithms, but they typically use small curated test datasets acquired at a few centers, leaving a gap to the reality of diverse multicentric patient data. To this e...
Benchmarking Humans Brain Neoplasms Image Processing, Computer-Assisted Artificial Intelligence Magnetic Resonance Imaging Algorithms
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Identifying Psychosocial, Self-Management, and Health Profiles Among Women With Chronic Pain Who Have Experienced Intimate Partner Violence and Those Who Have Not: Protocol for a 2-Phase Qualitative and Cross-Sectional Study Using AI Techniques.

JMIR research protocols Jul 8, 2025
BACKGROUND: Women who experience intimate partner violence (IPV) are more likely to develop disabling chronic pain (CP). However, there is little information on what it means to live with CP while being exposed to IPV. In addition, despite well-estab...
Humans Research Design Female Artificial Intelligence Self-Management Cross-Sectional Studies Qualitative Research Risk Factors Chronic Pain Middle Aged Intimate Partner Violence Adult
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AI in Qualitative Health Research Appraisal: Comparative Study.

JMIR formative research Jul 8, 2025
BACKGROUND: Qualitative research appraisal is crucial for ensuring credible findings but faces challenges due to human variability. Artificial intelligence (AI) models have the potential to enhance the efficiency and consistency of qualitative resear...
Qualitative Research Artificial Intelligence Humans Reproducibility of Results
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Improving the Readability of Institutional Heart Failure-Related Patient Education Materials Using GPT-4: Observational Study.

JMIR cardio Jul 8, 2025
BACKGROUND: Heart failure management involves comprehensive lifestyle modifications such as daily weights, fluid and sodium restriction, and blood pressure monitoring, placing additional responsibility on patients and caregivers, with successful adhe...
Health Literacy Patient Education as Topic Heart Failure Comprehension Humans
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Toward Cross-Hospital Deployment of Natural Language Processing Systems: Model Development and Validation of Fine-Tuned Large Language Models for Disease Name Recognition in Japanese.

JMIR medical informatics Jul 8, 2025
BACKGROUND: Disease name recognition is a fundamental task in clinical natural language processing, enabling the extraction of critical patient information from electronic health records. While recent advances in large language models (LLMs) have sho...
Disease Large Language Models Natural Language Processing Japan Humans Language East Asian People Electronic Health Records
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Validation of The Umbrella Collaboration for Tertiary Evidence Synthesis in Geriatrics: Mixed Methods Study.

JMIR formative research Jul 8, 2025
BACKGROUND: The synthesis of evidence in health care is essential for informed decision-making and policy development. This study aims to validate The Umbrella Collaboration (TU), an innovative, semiautomated tertiary evidence synthesis methodology, ...
Humans Geriatrics Reproducibility of Results Evidence-Based Medicine Artificial Intelligence Research Design
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Development and Validation of a Rule-Based Natural Language Processing Algorithm to Identify Falls in Inpatient Records of Older Adults: Retrospective Analysis.

JMIR aging Jul 8, 2025
BACKGROUND: In order to address fall underestimation by the International Classification of Diseases (ICD) in clinical settings, information from clinical notes could be incorporated via natural language processing (NLP) as a possible solution. Howev...
Hong Kong International Classification of Diseases Inpatients Natural Language Processing Hospitalization Aged Male Accidental Falls Aged, 80 and over Humans Electronic Health Records Retrospective Studies Algorithms Female
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Assessment of Recommendations Provided to Athletes Regarding Sleep Education by GPT-4o and Google Gemini: Comparative Evaluation Study.

JMIR formative research Jul 8, 2025
BACKGROUND: Inadequate sleep is prevalent among athletes, affecting adaptation to training and performance. While education on factors influencing sleep can improve sleep behaviors, large language models (LLMs) may offer a scalable approach to provid...
Humans Athletes Sleep Health Education Male Internet Reproducibility of Results
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