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Entropy-based risk network identification in adolescent self-injurious behavior using machine learning and network analysis.

Translational psychiatry Aug 20, 2025
Adolescent Self-Injurious Behavior (SIB) is a significant global public health issue, with a lifetime prevalence rate of approximately 13.7%. As awareness of SIB rises, there is an urgent need for effective prediction mechanisms to enable early ident...
Bullying Entropy Risk Factors Attention Deficit Disorder with Hyperactivity Anxiety Loneliness Male China Risk Assessment Humans Adolescent Behavior Depression Machine Learning Adolescent Self-Injurious Behavior Female Child
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Personalized blood glucose prediction in type 1 diabetes using meta-learning with bidirectional long short term memory-transformer hybrid model.

Scientific reports Aug 20, 2025
Personalized blood glucose (BG) prediction in Type 1 Diabetes (T1D) is challenged by significant inter-patient heterogeneity. To address this, we propose BiT-MAML, a hybrid model combining a Bidirectional LSTM-Transformer with Model-Agnostic Meta-Lea...
Humans Machine Learning Precision Medicine Diabetes Mellitus, Type 1 Long Short Term Memory Female Male Blood Glucose
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A comprehensive deep learning approach to improve enchondroma detection on X-ray images.

Scientific reports Aug 20, 2025
An enchondroma is a benign neoplasm of mature hyaline cartilage that proliferates from the medullary cavity toward the cortical bone. This results in the formation of a significant endogenous mass within the medullary cavity. Although enchondromas ar...
Radiography Chondroma Humans Middle Aged Algorithms Female Deep Learning Adult Bone Neoplasms Male
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The effects of multi-sensory public seating on emotion regulation in youth communities.

Scientific reports Aug 20, 2025
As urban housing pressures intensify, co-living communities are emerging as a new residential model for young adults. However, the high prevalence of depression and anxiety among this population highlights the potential value of incorporating emotion...
Humans Male Anxiety Female Young Adult Residence Characteristics Emotions Emotional Regulation Depression Surveys and Questionnaires Adolescent
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Machine learning-based prediction model for post-stroke cerebral-cardiac syndrome: a risk stratification study.

Scientific reports Aug 20, 2025
Cerebral-cardiac syndrome (CCS) is a severe cardiac complication following acute ischemic stroke, often associated with adverse outcomes. This study developed and validated a machine learning (ML) model to predict CCS using clinical, laboratory, and ...
Stroke Risk Assessment Logistic Models Support Vector Machine Machine Learning Retrospective Studies Female Male Middle Aged Humans Risk Factors Aged
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Enhancing classification of a large lower-limb motor imagery EEG dataset for BCI in knee pain patients.

Scientific data Aug 20, 2025
Chronic knee osteoarthritis pain significantly impacts patients' quality of life and motor function. While motor imagery (MI)-based brain-computer interface (BCI) systems have shown promise in rehabilitation, their application to lower-limb condition...
Imagery, Psychotherapy Male Middle Aged Deep Learning Brain-Computer Interfaces Osteoarthritis, Knee Lower Extremity Electroencephalography Humans Algorithms
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Deep learning approach for screening neonatal cerebral lesions on ultrasound in China.

Nature communications Aug 20, 2025
Timely and accurate diagnosis of severe neonatal cerebral lesions is critical for preventing long-term neurological damage and addressing life-threatening conditions. Cranial ultrasound is the primary screening tool, but the process is time-consuming...
Female Infant, Newborn Male Deep Learning Humans Brain China Ultrasonography Neonatal Screening
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Evaluating the Prototype of a Clinical Decision Support System in Primary Care: Qualitative Study.

JMIR formative research Aug 20, 2025
BACKGROUND: General practitioners are confronted with a wide variety of diseases and sometimes diagnostic uncertainty. Clinical decision support systems could be valuable to improve diagnosis, but existing tools are not adapted to the requirements an...
Humans Artificial Intelligence Female Adult Surveys and Questionnaires Germany Primary Health Care General Practitioners Decision Support Systems, Clinical User-Centered Design Male Middle Aged Qualitative Research
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Exploring the Characteristics of Online Counseling Chat Services for Youth in Europe: Web Search Study.

JMIR mental health Aug 20, 2025
BACKGROUND: Online counseling chat services are increasingly used by young people worldwide. A growing body of literature supports the use and effectiveness of these services for adolescent mental health. However, there is also a need to provide an o...
Internet Humans Counseling Adult Adolescent Male Child Female Europe Young Adult
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The prediction models for the optimal timing of surgical intervention for necrotizing enterocolitis: nomogram vs. five machine learning models.

Pediatric surgery international Aug 20, 2025
BACKGROUND: Necrotizing enterocolitis (NEC) is one of the most common diseases that pose serious threats to the life of newborns. In clinical practice, NEC is typically treated by surgical intervention, but it is still difficult to identify the timin...
Humans Machine Learning Male Nomograms Time-to-Treatment Enterocolitis, Necrotizing Retrospective Studies Female Infant, Newborn
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