Normalization Stabilizes Shallow Graph Networks but Cannot Stop Deep Oversmoothing
A controlled study of 3,600 runs finds normalization schemes help mainly at shallow depths while graph homophily predicts how accuracy ...
Tag: reproducibility
AI oral screening tool passes its benchmark but fails real-world testing, audit finds
An audit of an AI oral health screening prototype found that benchmark duplication did not change aggregate scores, but label ...
Calibrated blunt clamp makes rat pain reflex test more reliable
A calibrated blunt-clamp stimulation method produced more consistent cutaneous trunk muscle reflex responses and lower stress scores in rats than ...
New Open-Source Python Framework Turns Prototype Finite Element Solvers into Reusable Simulations
Researchers have released bryne, an open-source Python framework built on DUNE-FEM that turns rapid finite element prototypes into reusable, metadata-rich ...
AI could flood genetics with convincing false findings, governance review warns
A conceptual governance analysis in Frontiers in Genetics argues that generative AI operating within publishing's incentive structure risks contaminating the ...
Scientists Demand Minimum Reporting Standards for Animal-Borne Accelerometer Studies
A new comment article calls for minimum reporting standards in animal-borne accelerometer research after a review of 40 sea turtle ...
Eight Practical Tips for Navigating the Reactome Pathway Knowledgebase
A new PLOS Computational Biology guide from the Reactome curation team offers eight practical tips for exploring, analyzing and reusing ...
AI Scoring of Immune Cells in Breast Cancer Tissue Is Booming, but Almost No Model Is Ready for the Clinic
A systematic review of 51 studies finds that machine learning assessment of tumor-infiltrating lymphocytes in breast cancer histopathology is technically ...
Gastric Cancer’s Public Data Boom Produces Gene Lists, Not Clinical Answers, Review Warns
A sweeping methodological review published in Frontiers in Oncology argues that the explosion of public-omics research in gastric cancer has ...
Engineered Organoid Platforms Bring Causal Rigor to Gut Microbiota-Cancer Research
A new review maps which engineered organoid platforms can turn gut microbiota-cancer associations into causal evidence, and where the current ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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