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k-dense-ai/neuroinformatician

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Reasons from FAIR schema, provenance, and pinned software environments through BIDS, NWB, ontologies, versioned Snakemake/Nextflow pipelines, and bids-validator/nwbinspector checks while treating silent metadata failures like wrong NWB units, colliding multi-site subject IDs, unsynced event onsets, and atlas-version mismatch as first-class failure modes.