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Early Detection of Alzheimer's Disease Using Explainable Machine Learning on Clinical Biomarkers: A Multi-Class Classification Study Using the Alzheimer's Disease Neuroimaging Initiative (ADNI) Dataset

Announce Type: new Abstract: Background: Alzheimer's disease (AD) affects over 55 million people worldwide. Accurate, interpretable detection of normal cognition (NC), mild cognitive impairment (MCI), and AD from routine clinical assessments remains a critical unmet need. Methods: An XGBoost classifier was developed for three-class detection using eight clinical features from the Alzheimer's Disease Neuroimaging Initiative (ADNI): MMSE, CDR Global, CDR Sum of Boxes (CDR-SB), MoCA, FAQ, age,...

arXiv CS 6d ago

Brain-Atlas-Guided Generative Counterfactual Attention for Explainable Cognitive Decline Diagnosis Using Multimodal Connectomes

new Abstract: Mild cognitive impairment (MCI) and subjective cognitive decline (SCD) are closely associated with the early Alzheimer's disease continuum, where accurate and explainable diagnosis is important for early risk assessment and intervention. Existing connectome-based deep learning models can improve classification performance but often provide limited insight into disease-related functional and structural connectivity changes. This paper proposes an atlas-knowledge-guided...

arXiv CS 8d ago

Meta will reportedly let employees take 30-minute breaks from its tracking program

Meta will reportedly let employees take 30-minute breaks from its tracking program Workers can pause the all-seeing eye when they need to "check something personal." Meta is making some minor concessions in its extremely dystopian plan to track employees' mouse clicks and keystrokes in the name of AI training. The company has reportedly made some changes to the controversial project known internally as the Model Capability Initiative (MCI), according to a report in The Information.

Engadget 7d ago

Popular joint supplement glucosamine linked to faster Alzheimer’s progression

Popular joint supplement glucosamine linked to faster Alzheimer’s progression - Date: - June 10, 2026 - Source: - UF Health - Summary: - A major study suggests glucosamine, a popular supplement for joint pain, could be linked to faster progression from mild cognitive impairment to Alzheimer’s disease. Researchers found a 25% higher likelihood of developing dementia among glucosamine users and uncovered biological clues that may explain why. - Share: A widely used supplement marketed for...

Science Daily 8h ago

Meta's employee mouse tracking program could reportedly violate EU privacy laws

Meta's employee mouse tracking program could reportedly violate EU privacy laws 'Reuters' says the tracking tool could capture emails and chats by non-US employees. Reuters says Meta's mouse tracking program for employees could run afoul of the EU's strict privacy rules. If you'll recall, the news organization reported back in April that the company will be capturing its US employees' keystrokes, mouse movements and clicks for the purpose of training its artificial intelligence models.

Engadget 11d ago

How Much MRI Preprocessing Is Enough? A Cost-Utility Study for Brain MRI Foundation Models

Announce Type: new Abstract: MRI preprocessing defines the input distribution seen by brain MRI foundation models, yet it is usually treated as routine data cleaning rather than a modeling choice. We ask how much preprocessing is worth its computational cost for self-supervised 3D MRI pretraining. Keeping the corpus, 3D ViT backbone, masking protocol, and downstream evaluations fixed, we compare a graded P0-P7 preprocessing spectrum for masked autoencoding (MAE) and joint-embedding...

arXiv CS 1d ago

Graph-Guided Universum Learning in Generalized Eigenvalue Proximal SVMs for Alzheimer's Disease Classification

arXiv:2606.04699v1 Announce Type: new Abstract: Early and accurate detection of Alzheimer's disease (AD) is important for timely intervention and disease management. Generalized Eigenvalue Proximal Support Vector Machine (GEPSVM) and its Universum-based variants have shown promising results for AD classification. However, existing methods treat Universum samples as independent points and do not consider the geometric relationships among them.

arXiv CS 6d ago

Meta workers can opt out of being tracked at work up to 30 min

Meta workers can opt out of being tracked at work - but only for half an hour at a time Meta is scaling back its plan to start tracking its employees' computer activity, according to an internal memo sent on Tuesday. In April the company received criticism from its own staff after it announced a new tool would log their keystrokes and mouse clicks to train its AI models. Now, according to Reuters, new controls will allow employees to pause the data collection for "up to 30 minutes at a time"...

Hacker News 7d ago

30 doctors in 9 states under scrutiny in Rs 2 crore AbbVie-sponsored foreign trip case

Thirty doctors who were found guilty of accepting a foreign trip worth Rs 2 crore to Paris and Monaco, funded by a pharma company, come from at least nine states. This was revealed in response to an RTI application. From National Medical Commission’s reminder to state medical councils (SMCs), it is clear that six out of nine councils have not submitted any action taken report to NMC despite the doctors’ names being sent to them last year.

Times of India 2d ago