AI Medical Compendium

Network Connectivity-based stream classification for the Conterminous United States.

Scientific data May 11, 2026

Stream classification plays an important role in the study and management of freshwater ecosystems. Many classification schemes exist that focus predominantly on physical habitat, hydrology, and thermal regimes, but few frameworks explicitly include ... read more

Point tracking as a temporal Cue for robust myocardial segmentation in echocardiography videos.

International journal of computer assisted radiology and surgery May 11, 2026

PURPOSE: Myocardium segmentation in echocardiography videos is a challenging task due to low contrast, noise, and anatomical variability. Traditional deep learning models either process frames independently, ignoring temporal information, or rely on ... read more

Machine learning-guided synthesis of nitrogen-doped carbon dots for fluorometric determination of Fe(III) in water.

Mikrochimica acta May 11, 2026

A machine learning (ML)-assisted strategy has been applied to optimize nitrogen-doped carbon dots (N-CDs) synthesized via a solvothermal route using glutathione, urea, and formamide as the specific precursor system. A dataset of 250 samples was cons... read more

A deep hybrid CNN-BiLSTM-BiGRU architecture with explainability for mild cognitive impairment detection using EEG.

Brain informatics May 11, 2026

Accurate detection of Mild Cognitive Impairment (MCI) is critical for timely intervention and for slowing progression to Alzheimer's disease. Electroencephalography (EEG) offers a non-invasive and cost-effective measure of brain activity; however, it... read more

Multimodal deep learning model integrating electronic medical records and CT images for gallbladder cancer diagnosis: a retrospective multicenter study in China.

BMC cancer May 11, 2026

OBJECTIVE: Gallbladder cancer (GBC) is a rare gastrointestinal malignancy with a global 5-year survival rate of less than 5%. Early diagnosis is challenging owing to the lack of specific clinical symptoms. Additionally, the high heterogeneity of gall... read more

Accurate prediction of oligonucleotide probe hybridization efficiency via a transformer-based model.

BMC genomics May 11, 2026

Gene detection chip design critically depends on oligonucleotide probe hybridization efficiency, yet conventional thermodynamic models for its evaluation diverge from experiments, and the lack of comprehensive universal datasets further stops models ... read more

Proceedings from the 2025 Midwest Pediatric Device Consortium showcase featuring software as a medical device.

BMC proceedings May 11, 2026

On July 9, 2025, the Midwest Pediatric Device Consortium hosted its second showcase at the MidTown Collaboration Center in Cleveland, OH. This meeting convened clinicians, engineers, regulators, entrepreneurs, and policy stakeholders to discuss the c... read more

Evaluation of ChatGPT-4o in oral and maxillofacial surgery examinations: a comparative study of performance on U.S. dental decks and chinese dental licensing examination practice questions.

BMC oral health May 11, 2026

BACKGROUND: This study evaluates the performance of ChatGPT-4o on practice questions from the U.S. Integrated National Board Dental Examination (INBDE) and the Chinese Dental Licensing Examination to assess its potential and limitations in a high-sta... read more

SENP1 mitigates intervertebral disc degeneration: mechanisms involving suppression of pyroptosis and apoptosis in nucleus pulposus cells.

Journal of orthopaedic surgery and research May 11, 2026

BACKGROUND: Intervertebral disc degeneration (IDD) is a leading cause of global disability. This study aimed to systematically investigate the role of SUMOylation in the pathogenesis of IDD through integrated transcriptomic analysis. METHODS: Bioinfo... read more

E2F2 and TFDP1 as novel systemic lupus erythematosus (SLE) diagnostic markers and therapeutic targets based on machine learning and experimental study.

Hereditas May 11, 2026

BACKGROUND: Systemic lupus erythematosus (SLE) is a chronic autoimmune disease influenced by multiple genetic and environmental factors.. This study used bioinformatics to identify new diagnostic biomarkers and explore the pathogenesis of SLE. METHOD... read more

Artificial Intelligence Medical Compendium