Ranks distinct AI gain and problem claims from the published record. Scores reward impact, independent source strength, scale, confidence, and recency.
Investigators built and validated an AI model that estimates serum NT-proBNP levels from routine 12-lead ECGs, training on nearly 85,000 ECG-lab pairs and testing internally in over 8,500 patients and externally in 679 patients at two tertiary centers.
A peer-reviewed review published August 13, 2026 examined how AI-enabled medical devices challenge traditional safety-risk management. Drawing on 19 academic and regulatory sources, it found ISO 14971, AAMI CR34971 and the EU AI Act each cover parts of device safety and algorithmic governance but remain fragmented in practice.
Researchers presented a delta-ML approach for transition metal complexes that uses GFN2-xTB geometry optimizations combined with DFT single-point calculations to produce low-fidelity inputs, which are converted to graph representations for a graph neural network trained to predict high-fidelity quantum properties from the tmQMg dataset.
On 2026-08-13, a peer-reviewed study reported machine-learning-based phenomapping of 106,490 keratinocyte carcinoma patients from the Danish Skin Cancer Registry (2014-2022). The model derived seven clusters ranging from young, well-educated, high-income, medically noncomplex females with low-risk BCCs to highly comorbid patients with more SCCs and immunosuppressive drug exposure.
Published June 12, 2026, this peer-reviewed analysis examines generative AI's shift of music production from specialist studios to prompt-based, platform-mediated creation, focusing on folk, rock, and protest traditions. Using a qualitative critical-hermeneutic approach, it analyzes selected songs and literature on text-to-music generation, copyright, and embodied creativity.
As of March 27 2024, this peer-reviewed review examined ChatGPT, described as Chat Generative Pre-trained Transformer, often referred to as ChatGPT-4, and its uses in academia. Using a noticing-collecting-thinking approach to review literature and online resources, it categorized opportunities and constraints into research, education, personal skill development, and social aspects.
Published 7 November 2025 in International Review of the Red Cross, this peer-reviewed analysis examined proposals to use LLM-powered chatbots to provide direct care, information and mental health and psychosocial support to women and girls in armed conflicts and humanitarian emergencies, with a focus on gender-based violence survivors.
Published November 17 2025 in Frontiers in Psychology, the article examines how AI has moved into emotion through affective computing that detects and simulates affect. It describes chatbots like Replika, Woebot and Kuki and therapeutic bots that use warmth and validation cues, and argues they create a compassion illusion where recognition is mistaken for resonance.