ArticleeLife2022
The Neurodata Without Borders ecosystem for neurophysiological data science.
Article in eLife, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 93 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
93 citing papers in PubMed.
- Generalizable neural decoding for clinically scalable brain-computer interfaces.npj biomedical innovations · 2026Review
- Reconciling global collaboration and data sovereignty in neuroscience.Nature neuroscience · 2026Review
- A large-scale dataset of functional mouse ganglion cell layer responses.Scientific data · 2026Article
- Efficient and reproducible pipelines for spike sorting large-scale electrophysiology data.eLife · 2026Article
- The Human Intracerebral EEG Platform: A Cloud-Based Trusted Research Environment for Collaborative SEEG Research in Epilepsy and Neuroscience.European journal of neurology · 2026Review
- Human neuron activity during an 83-minute movie from 2,286 neurons and 29 patients.Scientific data · 2026Article
- Retrosplenial cortex enables context-dependent goal-directed sensorimotor transformation.eLife · 2026Article
- Neural population dynamics of direct electrical stimulation of neocortex.Cell reports · 2026Article
- EthoPy provides an accessible platform for reproducible behavioral neuroscience.Cell reports methods · 2026Article
- Intrinsic neuronal diversity as a substrate for cortical area specialization in primate vision.Nature communications · 2026Article
- Large-scale electrophysiology at single-spike resolution.Nature reviews. Neuroscience · 2026Review
- Contextual gating of whisker-evoked responses by frontal cortex supports flexible decision making.Nature communications · 2026Article
- A layered standards framework for integrating single-cell and spatial omics data into brain cell atlases.bioRxiv : the preprint server for biology · 2026Article
- SpikeLab: Agentic tools for spike data analysis.bioRxiv : the preprint server for biology · 2026Article
- Engaging patient communities in intracranial neuroscience research.medRxiv : the preprint server for health sciences · 2026Article
- A Community Standard Multispecies Cell Atlas of the Basal Ganglia.bioRxiv : the preprint server for biology · 2026Article
- Eye-Tracking-BIDS: the Brain Imaging Data Structure extended to gaze position and pupil data.bioRxiv : the preprint server for biology · 2026Article
- Article
- Data welfare is animal welfare: Building a WellFAIR research ecosystem.Neuroscience applied · 2026Article
- Protocol for testing global neuronal workspace and integrated information theories of consciousness in non-human primates and mice.PloS one · 2026Article
33 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
The neurophysiology of cells and tissues are monitored electrophysiologically and optically in diverse experiments and species, ranging from flies to humans. Understanding the brain requires integration of data across this diversity, and thus these data must be findable, accessible, interoperable, and reusable (FAIR). This requires a standard language for data and metadata that can coevolve with neuroscience. We describe design and implementation principles for a language for neurophysiology data. Our open-source software (Neurodata Without Borders, NWB) defines and modularizes the interdependent, yet separable, components of a data language. We demonstrate NWB's impact through unified description of neurophysiology data across diverse modalities and species. NWB exists in an ecosystem, which includes data management, analysis, visualization, and archive tools. Thus, the NWB data language enables reproduction, interchange, and reuse of diverse neurophysiology data. More broadly, the design principles of NWB are generally applicable to enhance discovery across biology through data FAIRness.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.