Shangluo University

Keeping Score: what a year of recording our own defects taught us about evidence for automated decisions

An operator applying serious effort to checking his own work, with tooling built for the purpose, found fewer than half of his own defects without help. This paper reports that record: ninety-five numbered items over a year, a taxonomy of ten species of defect, and the share foun...

Heterogeneous SNN-ANN Multimodal Fusion Framework for Comprehensive Fruit Quality Assessment

Reliable fruit quality assessment is crucial for ensuring food safety and value in modern agriculture. However, many current approaches still rely heavily on visual cues, making it difficult to assess internal quality indicators such as sweetness or internal decay. To address thi...

Integrated metagenomic and phosphorus fractionation analyses elucidate the mechanism driving soil phosphorus immobilization under erythromycin stress

Erythromycin (EM) is widely detected in agroecosystems, yet its mechanistic impact on microbially driven soil phosphorus (P) cycling remains limited. Here, we integrated Hedley P fractionation with metagenomic sequencing in soil microcosms exposed to EM (0, 10, and 50 mg/kg) to t...