Artificial Intelligence Medical Compendium

Artificial intelligence (AI) now enables the exploration of vast chemical and sequence spaces, the design of synthesizable antibiotics, and the prioritization of safe, mechanism-diverse candidates through integrated modeling and accelerated testing. ... read more 

Accurate assessment of lymph node metastasis (LNM) is critical for prognostic stratification and treatment selection in colorectal cancer (CRC), yet imaging and routine pathology can yield false-negative/false-positive results. We propose DeepLNM, a ... read more 

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Higher-order thinking is a key component of science, technology, engineering, mathematics (STEM) reasoning and supports students' ability to reflect on their ideas, make connections, and generalize across contexts. We report a new approach to the use... read more 

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Alzheimer's disease (AD) is a major form of dementia, imposes an escalating global burden on public health and social care. Pathological changes in AD occur years before clinical symptoms, defining a prolonged preclinical phase. Currently, there is n... read more 

This study proposed a framework for predicting eating quality clusters (EQCs) of pork shoulder butt using visible/near-infrared hyperspectral imaging (HSI). HSI data from 189 samples were acquired, and their EQCs were defined by applying k-means clus... read more 

Graph Neural Networks (GNNs) have achieved remarkable success in learning from graph-structured data. However, recent studies have revealed their vulnerability to adversarial attacks, where imperceptible perturbations to the graph structure can easil... read more 

OBJECTIVE: This study aimed to investigate the incidence and clinical impact of hospital-acquired malnutrition (HAM) and develop a machine learning model for early risk prediction. METHODS: This secondary analysis included prospectively collected dat... read more 

Highway-rail grade crossing incidents remain a transportation safety concern, yet prior studies have focused mainly on crash occurrence, severity, and hotspot detection, leaving limited evidence on how injury-or-fatality harm concentrates at crossing... read more