{
  "abstract": "Brain-computer interfaces promise restored communication and movement, yet accuracy achieved under development rarely survives new sessions, users, tasks, or hardware. Generalization, not peak performance, determines clinical scalability. Here we examine generalizable neural decoding from development to deployment, organized by the domain held out at evaluation, target-data access, adaptation strategy, and the clinical conditions under which performance persists, identifying benchmarking standards, prospective validation, and hardware-algorithm co-design as prerequisites for durable benefit.",
  "abstract_shown": true,
  "affiliations": [
    "College of Biomedical Engineering, Fudan University, Shanghai, China.",
    "Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China.",
    "Shanghai Innovation Institute, Shanghai, China.",
    "College of Biomedical Engineering, Fudan University, Shanghai, China. chen_j@fudan.edu.cn.",
    "Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada. chen_j@fudan.edu.cn.",
    "Jiashan Fudan Institute, Jiaxing, China. chen_j@fudan.edu.cn."
  ],
  "article_type": "review article",
  "arxiv": null,
  "author_total": 9,
  "authors": [
    {
      "affs": [
        0,
        1
      ],
      "name": "Yuanjie Gu",
      "orcid": "0000-0003-3099-8724"
    },
    {
      "affs": [
        0
      ],
      "name": "Haotian Yin"
    },
    {
      "affs": [
        0,
        2
      ],
      "name": "Yiqun Wang"
    },
    {
      "affs": [
        0
      ],
      "name": "Yan-Qi-Vivian Woon"
    },
    {
      "affs": [
        0
      ],
      "name": "Yujie Wang"
    },
    {
      "affs": [
        0
      ],
      "name": "Mengge Teng"
    },
    {
      "affs": [
        0
      ],
      "name": "Chengze Lu"
    },
    {
      "affs": [
        1
      ],
      "name": "Zhi Lu",
      "orcid": "0000-0003-3739-8756"
    },
    {
      "affs": [
        3,
        4,
        5
      ],
      "name": "Jie Chen"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/1jv2b0ccand9e.bib",
  "cited_by": 0,
  "doi": "10.1038/s44385-026-00119-0",
  "fulltext_url": "https://europepmc.org/articles/PMC13694694",
  "id": "1jv2b0ccand9e",
  "issns": [
    "3005-1444"
  ],
  "landing_url": "https://europepmc.org/article/MED/42919847",
  "language": "eng",
  "licence": "CC-BY-NC-ND",
  "licence_label": "CC BY-NC-ND",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by-nc-nd/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "lcc",
      "R855-855.5"
    ],
    [
      "lcc",
      "TP248.13-248.65"
    ],
    [
      "openalex",
      "2805|EEG and Brain-Computer Interfaces"
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  ],
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  "pdf_url": "https://europepmc.org/articles/PMC13694694?pdf=render",
  "pmcid": "PMC13694694",
  "pmid": "42919847",
  "published": "2026-10-23",
  "publisher": "Nature Portfolio",
  "ris": "https://research.draconitic.com/paper/1jv2b0ccand9e.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:20:33Z",
      "native_id": "MED:42919847",
      "source": "europepmc",
      "url": "https://europepmc.org/article/MED/42919847"
    },
    {
      "first_seen": "2026-10-30T13:46:08Z",
      "native_id": "053b13ed001c4817afa1c25105ae6735",
      "source": "doaj",
      "url": "https://doi.org/10.1038/s44385-026-00119-0"
    }
  ],
  "subjects": [
    {
      "field": "biology",
      "origin": "openalex:2805|EEG and Brain-Computer Interfaces",
      "subfield": "neuroscience"
    }
  ],
  "title": "Generalizable neural decoding for clinically scalable brain-computer interfaces.",
  "title_text": "Generalizable neural decoding for clinically scalable brain-computer interfaces.",
  "type": "peer-reviewed",
  "updated_at": "2026-10-31T14:20:47Z",
  "url": "https://research.draconitic.com/paper/1jv2b0ccand9e",
  "venue": "Npj biomedical innovations",
  "versions": []
}