AI Medical Compendium

Optimization of speech emotion recognition using hybrid dataset integration and deep learning-based feature fusion with a novel balanced focal entropy loss.

Scientific reports Apr 14, 2026

Speech Emotion Recognition is essential for human-computer interaction, as it enables the automated system to recognize the emotion of the individual from the speech. In order to improve the quantity, diversity, and quality of the speech dataset that... read more

Towards efficient context-aware classification with compact VLM architectures: indoor fire case study.

Scientific reports Apr 14, 2026

Accurate and reliable fire detection in indoor environments is critical for ensuring timely emergency responses and enhancing safety in both residential and industrial settings. While recent advances in deep learning have significantly improved fire ... read more

Image Quality Advancements in Low-Dose Pediatric CT Using Super-Resolution Deep-Learning Reconstruction.

Journal of imaging informatics in medicine Apr 14, 2026

The objective of the study is to assess the impact of super-resolution deep-learning reconstruction (SR-DLR) on image quality in low-dose thin-slice pediatric abdominal CT. Thirty-eight children (< 10 years; median age, 2.0 [IQR: 0.0-3.8] years) who ... read more

Phenotypic prediction of missense variants via deep contrastive learning.

Nature biomedical engineering Apr 14, 2026

Missense variants (MVs) influence clinical phenotypes, but our understanding of their phenotypic consequences remains constrained. Existing computational approaches to interpret MVs predominantly assess their pathogenicity, without considering phenot... read more

Autonomous closed-loop framework for reproducible perovskite solar cells.

Nature Apr 14, 2026

The commercialization of perovskite solar cells is bottlenecked by inefficient, trial-and-error approaches reliant on human expertise in both material discovery and device fabrication (1-3). Here, we introduce an autonomous closed-loop framework that... read more

Speaker effects in language comprehension: An integrative model of language and speaker processing.

Psychonomic bulletin & review Apr 14, 2026

The identity of a speaker influences language comprehension through modulating perception and expectation. This review explores speaker effects and proposes an integrative model of language and speaker processing that integrates distinct mechanistic ... read more

Predicting sleep disorder trajectories in older patients with chronic pain: an explainable machine learning approach.

BMC psychiatry Apr 14, 2026

Differentiation of adrenal metastases and adenomas based on clinical characteristics, deep learning features, and radiomics features derived from ultrasound imaging.

BMC medical imaging Apr 14, 2026

Development of artificially intelligent tool for analysis and prediction of myopia progression among school-going children.

Trials Apr 14, 2026

BACKGROUND: Myopia is a growing public health concern among school-going children, with increased screen time and reduced outdoor activities contributing to its early onset and rapid progression. In India, the absence of a standardized, population-ba... read more

A deep learning-driven automated treatment planning framework for cervical cancer patients treated with volumetric modulated arc therapy.

Radiation oncology (London, England) Apr 14, 2026

BACKGROUND AND PURPOSE: The rapid and efficient generation of high-quality, dose-consistency volumetric modulated arc therapy (VMAT) plans remains challenging in radiotherapy. This study proposes a deep learning (DL) end-to-end (E2E) auto-planning fr... read more

Artificial Intelligence Medical Compendium