MA Ya

Limited structural reliability in public educational prediction benchmarks: a four-dimension audit of seven datasets

Abstract Across seven public educational prediction datasets, three passed all four pre-modeling reliability checks; the remaining four either failed group-aware generalization tests or lacked the provenance metadata needed to run them. One dataset was initially classified as fai...

Quantitative Analysis of the Influence of Spatial Morphology and Wind Environment on Elderly Thermal Comfort in Hot–Humid Residential Communities

As rapid population aging coincides with intensifying urban heat island (UHI) effects, ensuring the outdoor thermal comfort of the elderly in hot–humid regions has become a critical challenge. This study investigates the influence of residential spatial morphology and wind enviro...