Demo workflows

claustrum BDNF sleep memory consolidation

Neuroscience query tiers emphasizing claustrum, BDNF, sleep, memory consolidation, rodent models, circuit connectivity, and behavior readouts.

Highly similar, same gene/protein, same brain region, same behavior paradigm, review/background.

Look carefully for papers combining claustrum, BDNF signaling, sleep state, and memory consolidation. A near-prior defines novelty risk and the evidence needed for a careful claim.

brain foundation model Neuropixels neural decoding

AI-bio query tiers emphasizing neural data modality, foundation model type, decoding task, benchmark, validation cohort, and biological interpretability.

Same model/task, same data modality, same prediction target, same benchmark, methodologically similar.

Look carefully for closest prior models and pipelines. Novelty risk is high when the only change is model architecture or dataset without external validation or biological interpretation.

BDNF exon 6 claustrum sleep anesthesia

Biomedical-oriented query tiers emphasizing BDNF exon 6, claustrum, sleep state, anesthesia, and gene-expression context.

Same application different method, methodologically similar, review/background, low relevance.

Expect PubMed coverage to matter. Audit should flag PubMed issues if biomedical records are missing or source status is failed.

rodent EEG EMG automatic sleep staging

AI/method queries around rodent EEG, EMG, sleep staging, automatic classification, machine learning, and validation datasets.

Highly similar, methodologically similar, review/background, low relevance.

High similarity is likely because sleep staging is mature. Novelty may come from dataset domain, model robustness, annotation burden, or deployment workflow.