Green Roof Cooling Models Put to the Test Against Real Rooftop Data
A field-based evaluation in London, Ontario reveals that the widely used EcoRoof and WRF green roof models diverge sharply in ...
Tag: model evaluation
Stop trusting single accuracy scores: why ML models need distributional evaluation
A large-scale study argues that machine learning performance should be reported as distributions with confidence intervals on quantiles rather than ...
AI Passes the Doctor’s Exam: How GPT-4o and DeepSeek Conquered China’s Toughest Medical Test
A scoping review finds that GPT-4o and DeepSeek-R1 have surpassed the passing threshold on China's national medical licensing examination, while ...
NASA’s New Earth System Model Tracks Carbon From Forest Canopy to Ocean Depths
NASA's Goddard Institute for Space Studies has released ModelE2.1-CC2, a fully interactive Earth system model with upgraded ocean and land ...
Why Ignoring Uncertainty in Natural Hazard Forecasts Would Be Absurd, Scientists Warn
A multidisciplinary task force argues that natural hazard sciences must adopt a shared hierarchy of uncertainties and complete forecasts that ...
Swapping Cloud Schemes in a Regional Climate Model Cuts China’s Summer Simulation Errors
A new Climate Dynamics study shows that pairing the Nogherotto–Tompkins cloud microphysics scheme with the Xu–Randall cloud fraction scheme in ...
Small Qualitative Evaluations Offer a Fix for AI’s Foundation Paradox
Researchers propose small qualitative evaluations, a human-in-the-loop framework tested on extreme heat advice, showing that human agreement on rubric dimensions ...
Simple Last-Year Baseline Beats Fancy Graph Models at Predicting Vegetation Productivity
A new benchmark study shows that a simple last-year baseline outperformed sophisticated graph neural networks in forecasting annual vegetation productivity ...
Ranking the World’s Climate Models for South America: Four Models Rise Above the Rest
A new evaluation of seventeen CMIP6 climate models identifies CNRM-CM6-1, GFDL-ESM4, MPI-ESM1-2-HR and NorESM2-MM as the most reliable for simulating ...
New Scoring Framework Ranks Medical AI Segmentation Models by Accuracy and Confidence
Researchers have developed a unified scoring method that combines multiple accuracy metrics with model confidence to provide a more clinically ...
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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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