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Group fMRI Misread Cognitive Control in 4,423 Youth

MHD featured image for group fMRI and individual cognitive-control brain signals.

A 2026 ABCD stop-signal fMRI study found that group-level cognitive-control brain signals often failed to describe within-person brain dynamics: across 16 comparisons, between-person and within-person associations diverged, and several reversed direction.1 The practical warning is narrow but sharp: a brain pattern that separates people in a group may be the wrong map for explaining how …

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Alzheimer’s Progression AI Model Reaches 0.965 mAUC in TADPOLE Dataset

Editorial card showing Alzheimer progression prediction with longitudinal brain scans, model uncertainty, and TADPOLE cohort data.

A 2026 TADPOLE modeling study reported that a sequential neural process with normalizing flows predicted future Alzheimer diagnostic stage with mAUC 0.965 ± 0.006, ahead of the authors’ earlier sequential-neural-process model at 0.937 ± 0.014.1 The result is a strong benchmark signal for uncertainty-aware disease-progression AI, but it is still retrospective modeling evidence rather than …

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Migraine Linked to Cognitive Impairment in Chinese MR

Editorial card showing a brain with migraine pain pathways overlaid on genetic instrument schematic for Mendelian randomization.

A 2026 study by Bai et al. in Dialogues in Clinical Neuroscience uses Mendelian randomization (MR) — inherited genetic variants as a natural experiment to test causality — and concludes that migraines causally lower cognitive performance in a Han Chinese sample.1 The headline conclusion is plausible; the effect-size numbers in the popular MR shorthand (odds …

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ATP11B-YAP Pathway Improved Memory and Ferroptosis in Aged Mice

MHD featured image for ATP11B-YAP signaling, ferroptosis, mitochondrial dysfunction, and age-related cognitive decline in aged mice.

A 2026 mouse and cell study found that ATP11B loss pushed aged brains toward hippocampal iron accumulation, mitochondrial dysfunction, neuronal ferroptosis, and worse memory behavior than wild-type comparison mice; ATP11B overexpression then improved multiple learning and memory tests in 18-month-old mice. Research Highlights Memory signal: ATP11B-deficient mice performed worse than wild-type mice on Morris water …

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LLM Psychology Questionnaire Generation Improved Readability 36.7%

MHD featured image for LLM psychology questionnaire generation and psychometric validity.

A 2026 PLOS One study fine-tuned Qwen-2.5 and GLM-4 for psychology questionnaire generation and reported the largest gain in readability and comprehension difficulty: 3.41 to 4.66 on a 0–5 scale, a 36.7% relative improvement.1 The result supports item drafting inside a psychometric workflow, while clinical or research scale use still requires ordinary validation. Research Highlights …

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Single-Session tDCS Fails Working-Memory Test in Schizophrenia

Stylized illustration of tDCS electrodes positioned over the right dorsolateral prefrontal cortex on a brain outline, with a pre-post working-memory task in the foreground, representing the null-result trial in schizophrenia.

Transcranial direct current stimulation (tDCS) has been pitched as a scalable cognitive-enhancement tool for schizophrenia, where roughly 98% of patients show working-memory deficits, but a 2026 sham-controlled crossover trial from Ke et al. delivered the standard 1.5 mA anodal protocol over the right DLPFC to 27 stable patients and found no detectable benefit over sham.1 …

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Olfactory MRI Radiomics Link pTau217 to Alzheimer’s Cognition

MHD featured image for olfactory MRI radiomics, pTau217, and Alzheimer's disease cognitive impairment.

A 2026 multi-cohort Alzheimer’s disease study found that MRI radiomics from the hippocampus and amygdala linked plasma pTau217 and smell identification to cognitive impairment — with more added cognitive signal than simple regional volume. The result is useful because it points to a possible bridge between blood biomarkers and brain-circuit damage, but it is still …

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