ArticleNature biomedical engineering2022
Scalable and modular wireless-network infrastructure for large-scale behavioural neuroscience.
Article in Nature biomedical engineering, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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
17 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Metaverse technology tree: a holistic view.Frontiers in artificial intelligence · 2025Pooled it
- A Wireless Wearable Platform for Intravenous Drug Self-Administration in Freely Behaving Rats.bioRxiv : the preprint server for biology · 2026Article
- Wireless IoT-enabled microneedle electroceutical for personalized and connected pain management.Nature communications · 2026Article
- IoT-enabled wireless neural implant for chronic, programmable neuropharmacology and optogenetics.Science advances · 2026Article
- Advances and Challenges in Wearable Sensors for Health Monitoring.ACS applied materials & interfaces · 2026Review
- Protocol to design and implement scalable wireless network system for high-throughput, automated behavioral and circuit neuroscience in mice.STAR protocols · 2026Article
- Personalized and genetically engineered animal models for next-generation surgical implant validation.Annals of medicine and surgery (2012) · 2025Review
- A feedback-driven brain organoid platform enables automated maintenance and high-resolution neural activity monitoring.Internet of things (Amsterdam, Netherlands) · 2025Article
- Integrating artificial intelligence and optogenetics for Parkinson's disease diagnosis and therapeutics in male mice.Nature communications · 2025Article
- High-Precision, Low-Threshold Neuromodulation With Ultraflexible Electrode Arrays for Brain-to-Brain Interfaces.Exploration (Beijing, China) · 2025Article
- Wireless Modular Implantable Neural Device with One-touch Magnetic Assembly for Versatile Neuromodulation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Body-temperature softening electronic ink for additive manufacturing of transformative bioelectronics via direct writing.Science advances · 2024Article
- Technology Roadmap for Flexible Sensors.ACS nano · 2023Review
- Adolescent Parvalbumin Expression in the Left Orbitofrontal Cortex Shapes Sociability in Female Mice.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023Article
- Customizable, wireless and implantable neural probe design and fabrication via 3D printing.Nature protocols · 2023Review
- Stretchable Surface Electrode Arrays Using an Alginate/PEDOT:PSS-Based Conductive Hydrogel for Conformal Brain Interfacing.Polymers · 2022Article
- Multiscale Price Lead-Lag Relationship between Steel Materials and Industry Chain Products Based on Network Analysis.Entropy (Basel, Switzerland) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
19 authors.
Funding
Abstract
The use of rodents to acquire understanding of the function of neural circuits and of the physiological, genetic and developmental underpinnings of behaviour has been constrained by limitations in the scalability, automation and high-throughput operation of implanted wireless neural devices. Here we report scalable and modular hardware and software infrastructure for setting up and operating remotely programmable miniaturized wireless networks leveraging Bluetooth Low Energy for the study of the long-term behaviour of large groups of rodents. The integrated system allows for automated, scheduled and real-time experimentation via the simultaneous and independent use of multiple neural devices and equipment within and across laboratories. By measuring the locomotion, feeding, arousal and social behaviours of groups of mice or rats, we show that the system allows for bidirectional data transfer from readily available hardware, and that it can be used with programmable pharmacological or optogenetic stimulation. Scalable and modular wireless-network infrastructure should facilitate the remote operation of fully automated large-scale and long-term closed-loop experiments for the study of neural circuits and animal behaviour.
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Identifiers
What OpenQuestion holds
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.