{
  "id": "AIBD-0052",
  "title": "People with severe paralysis regained control of a computer at home",
  "summary": "Two people with ALS regained control of a computer at home using Stentrode and eye tracking.",
  "date_observed": "2020-10-28",
  "date_basis": "source publication",
  "date_precision": "day",
  "benefit_status": "reported",
  "source_collection": null,
  "source_entry": null,
  "account": "Two people with ALS received a Stentrode implant at the Royal Melbourne Hospital. Attempted movements generated computer clicks, while an eye tracker moved the cursor. Participant 1 used a support-vector machine, and participant 2 used a manually tuned threshold classifier. They began use at home without research staff on days 86 and 71 after implantation, although a caregiver still helped set up the system. Both could text, shop, and check finances. A later report followed four implanted participants, including the original two, for 12 months. It reported no serious device-related events and eight mild device effects.",
  "category": "benefit created",
  "unexpected": false,
  "purpose": "Restore digital device control for people with severe paralysis without open-brain surgery",
  "system": "Synchron Stentrode with a participant-specific decoder and Tobii Dynavox eye tracking",
  "model_version": null,
  "developer": "Synchron Inc. with the University of Melbourne",
  "deployer": "Royal Melbourne Hospital (implantation and follow-up); participants' homes (use)",
  "location": "Melbourne, Australia",
  "domain": "Neurotechnology / assistive communication",
  "segment": "People with ALS and severe upper-limb paralysis",
  "benefit_type": "Improved Accessibility",
  "taxonomy_note": null,
  "registry_ids": {
    "clinicaltrials_gov": "NCT03834857"
  },
  "ratings": [
    {
      "group": "personal",
      "depth": 3,
      "reason": "Participants regained sustained control of everyday computer tasks at home. No separate societal outcome was measured."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "Participant 1 used a support-vector machine trained on movement attempts. Participant 2 used a manually tuned threshold classifier. Both converted brain signals into clicks, while an eye tracker handled cursor movement. The measured benefit belonged to the combined system."
  },
  "evidence": [
    {
      "kind": "peer-reviewed study",
      "citation": "Oxley TJ, Yoo PE, Rind GS, et al. (2021). Motor neuroprosthesis implanted with neurointerventional surgery improves capacity for activities of daily living tasks in severe paralysis: first in-human experience. Journal of NeuroInterventional Surgery 13(2):102-108.",
      "title": "Motor neuroprosthesis implanted with neurointerventional surgery improves capacity for activities of daily living tasks in severe paralysis: first in-human experience",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/",
      "date": "2020-10-28",
      "written_by": "makers",
      "quote": "Completion of IADL tasks including text messaging, online shopping and managing finances independently was demonstrated in both participants."
    },
    {
      "kind": "peer-reviewed study",
      "citation": "Peter Mitchell et al., “Assessment of Safety of a Fully Implanted Endovascular Brain-Computer Interface for Severe Paralysis in 4 Patients: The Stentrode With Thought-Controlled Digital Switch (SWITCH) Study,” JAMA Neurology 80, no. 3 (2023): 270–278, doi:10.1001/jamaneurol.2022.4847. Published online January 9, 2023.",
      "title": "Assessment of Safety of a Fully Implanted Endovascular Brain-Computer Interface for Severe Paralysis in 4 Patients: The Stentrode With Thought-Controlled Digital Switch (SWITCH) Study",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC9857731/",
      "date": "2023-01-09",
      "written_by": "makers",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "An implanted electrode array recorded attempted movements.",
      "A participant-specific decoder converted signals into computer clicks.",
      "Eye tracking supplied cursor movement, and caregivers helped with setup."
    ],
    "must_hold": [
      "Suitable venous anatomy and preserved motor-cortex activity.",
      "Clinical follow-up, training, caregiver assistance, and antiplatelet treatment."
    ],
    "echoes": [
      {
        "date": "2023-01-09",
        "setting": "The same SWITCH study, expanded to four implanted participants",
        "model_version": null,
        "outcome": "recurred",
        "source": "Mitchell et al. (2023), doi:10.1001/jamaneurol.2022.4847. The first two participants overlap with the earlier report."
      }
    ]
  },
  "paired_incident": null,
  "headline": "People with severe paralysis regained control of a computer at home",
  "metric": "typed 13.81 and 20.10 correct characters per minute",
  "comparator": {
    "against": "An earlier, separate study of the Utrecht implanted interface",
    "before": "Home use began 197 days after implantation in that earlier participant",
    "after": "Home use began on days 86 and 71 in the two Stentrode participants",
    "basis": "measured",
    "quote": "The current study achieved unsupervised home use of multiple-click actions within 86 days (participant 1) and 71 days (participant 2) of neurointerventional surgery.",
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/"
  },
  "later": {
    "status": "persisted",
    "date": "2023-01-09",
    "note": "A report covering four implanted participants, including the original two, found no serious device-related events during 12 months of follow-up. Eight mild device effects occurred.",
    "quote": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC9857731/"
  },
  "value": null,
  "developer_country": "United States",
  "deployer_country": "Australia",
  "unrated_because": null,
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-20",
      "change": "Record drafted from the cited sources.",
      "source": null,
      "editor": "AIBD"
    },
    {
      "date": "2026-10-20",
      "change": "Replaced “two men” with “two people” in the title and account because no cited source gives the participants' sex; added the paper's implant timing (mid-2019 and early 2020) and an explicit note that the publication date stands in for the date observed; renamed the model version to the paper's own registration (NCT03834857) because the JNIS paper never uses the SWITCH name; and treated Mitchell 2023 as independent because its lead and senior authors are Royal Melbourne Hospital investigators.",
      "source": "Oxley et al. (2021) J NeuroInterv Surg, PMC7848062; Mitchell et al. (2023) JAMA Neurology, PMID 36622685; RMH statement 24 January 2023",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Added what the benefit is measured against, what happened since from the cited sources.",
      "source": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/; https://europepmc.org/abstract/MED/36622685",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Country of the developer and the deployer added from the organization's own site or a registry.",
      "source": "https://synchron.com/news; https://en.wikipedia.org/wiki/Royal_Melbourne_Hospital",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Prose pass: a rating reason, account, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
      "source": null,
      "editor": "AIBD"
    },
    {
      "date": "2026-10-25",
      "change": "Reviewed the original evidence and supporting material; updated system details, methods, outcomes, limitations, costs, and source lineage.",
      "source": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/",
      "editor": "AIBD"
    }
  ],
  "confidence": "claimed",
  "shade": "low",
  "claim_status": "The makers' claim",
  "claim_basis": "Sources: two peer-reviewed studies from the makers. The cited evidence includes no independent source and no finding by a regulator or court.",
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          "answer": "The evaluation described in the cited original sources."
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        "state": "not_reported",
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        "reason": "The reviewed sources do not report a monetary valuation or financial return.",
        "review_state": "reviewed",
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        "display": {
          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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          "answer": "Australian authorization and hospital ethics approvals for the trial."
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      "actors[]": {
        "state": "value_present",
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          "kind": "text",
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          "answer": "Synchron and University of Melbourne researchers developed the interface. The Royal Melbourne Hospital implanted and followed participants, who used it at home."
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          "answer": "The reviewed clinical sources identify the organizations involved, but do not establish their complete ownership or control arrangements."
        }
      },
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        "state": "value_present",
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          "kind": "text",
          "text": "The learned decoder supplied the click channel for one of the first two participants. The other used a threshold rule. Eye tracking and commercial software supplied the rest of the interface."
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          "answer": "The learned decoder supplied the click channel for one of the first two participants. The other used a threshold rule. Eye tracking and commercial software supplied the rest of the interface."
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          "kind": "text",
          "text": "Depth 2 understates the restored practical ability. A separate societal grade would require a demonstrated societal benefit."
        },
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          "kind": "curatorial",
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          "answer": "Depth 2 understates the restored practical ability. A separate societal grade would require a demonstrated societal benefit."
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          "answer": "AIBD, 25 October 2026."
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          "answer": "Depth 3 for a restored ability that participants used at home."
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          "answer": "Depth 3 for a restored ability that participants used at home."
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          "answer": "AIBD’s five-level depth rubric, reviewed on 25 October 2026."
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          "answer": "The depth describes the reported result. Evidence strength is assessed separately."
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          "answer": "The benefit described here, for the beneficiary groups shown."
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          "answer": "The reports concern an investigational device. They do not establish routine commercial access at the time of the study."
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              "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/",
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            }
          }
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          "answer": "The first paper documents the two decoders and home tasks. The later paper adds two participants and longer safety follow-up."
        }
      },
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          "answer": "Original peer-reviewed studies by the developers and clinical team. The four-person follow-up is an extension, not an independent replication."
        }
      },
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          "kind": "text",
          "text": "The studies do not establish a financial return, a broadly representative effect, or one fixed decoder used by every participant."
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          "basis": "Oxley et al. (2020), Results and Methods; Supplementary Appendix, pp. 3–10. Mitchell et al. (2023), Methods, Results, and Table 2.",
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        },
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        "display": {
          "answer": "The studies do not establish a financial return, a broadly representative effect, or one fixed decoder used by every participant."
        }
      },
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        "state": "value_present",
        "value": {
          "kind": "text",
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          "answer": "Stentrode supported independent computer tasks after caregiver setup, with eye tracking for cursor navigation."
        }
      },
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        },
        "reason": "The reviewed sources do not document international transfers of patient data or quantify cross-border financial flows.",
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          "answer": "The reviewed sources do not document international transfers of patient data or quantify cross-border financial flows."
        }
      },
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          "kind": "text",
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        }
      },
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          "kind": "text",
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      },
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          "kind": "text",
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          "answer": "Australian investigators tested the safety and feasibility of an endovascular brain–computer interface."
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      },
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          "kind": "text",
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      },
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      },
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        "reason": "Surgery, follow-up, equipment, and caregiver time were required, but the reports do not price them or value the regained abilities.",
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          "answer": "Surgery, follow-up, equipment, and caregiver time were required, but the reports do not price them or value the regained abilities."
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          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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        "state": "not_reported",
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      },
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        "state": "not_reported",
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      },
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          "answer": "The reviewed sources do not report a monetary valuation or financial return."
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      },
      "evaluations[].ai_uplift": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "The study demonstrates use of the combined implant, decoder, eye tracker, and software. It does not isolate the benefit of machine learning."
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          "basis": "Oxley et al. (2020), Results and Methods; Supplementary Appendix, pp. 3–10. Mitchell et al. (2023), Methods, Results, and Table 2.",
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          "answer": "The study demonstrates use of the combined implant, decoder, eye tracker, and software. It does not isolate the benefit of machine learning."
        }
      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "There was no concurrent control. The comparison with the Utrecht interface involved different participants and protocols."
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        "coverage": "complete",
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          "answer": "There was no concurrent control. The comparison with the Utrecht interface involved different participants and protocols."
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      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "A prospective, open-label feasibility study without a control group. The later report includes the first two participants."
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      },
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        "state": "value_present",
        "value": {
          "kind": "structured",
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            "first_two": {
              "selection_accuracy_percent": [
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              "correct_characters_per_minute": [
                13.81,
                20.1
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            },
            "later_four": {
              "selection_accuracy_mean_percent": 93.9,
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                "Bruising",
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                "Hematoma",
                "Postoperative fatigue"
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            },
            "initial_procedure_event": {
              "participant": 1,
              "event": "Brief syncope with two sinus pauses",
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                6
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          }
        },
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        "display": {
          "answer": "The first two participants typed 13.81 and 20.10 correct characters per minute, with selection accuracy above 92%."
        }
      },
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        "state": "value_present",
        "value": {
          "kind": "text",
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      },
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          "kind": "text",
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      },
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      },
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          "kind": "text",
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      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Two implanted participants appeared in the first report. The later study enrolled five people, implanted four, and excluded one because of venous anatomy."
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        "coverage": "complete",
        "display": {
          "answer": "Two implanted participants appeared in the first report. The later study enrolled five people, implanted four, and excluded one because of venous anatomy."
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      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "The cohort was small and selected, and decoders differed between participants. Without a control group, superiority over other assistive systems cannot be established."
        },
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          "answer": "The cohort was small and selected, and decoders differed between participants. Without a control group, superiority over other assistive systems cannot be established."
        }
      },
      "external_references[]": {
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          "answer": "NCT03834857"
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      },
      "follow_up[]": {
        "state": "value_present",
        "value": {
          "kind": "text",
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        "provenance": {
          "kind": "source_review",
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        }
      },
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        "value": {
          "kind": "text",
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        }
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        },
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        },
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        "display": {
          "answer": "People."
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      },
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        "value": {
          "kind": "text",
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          "kind": "text",
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        "display": {
          "answer": "The first clinical study and home use took place in Melbourne, Australia. Synchron was based in the United States and worked with Australian investigators."
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      },
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          "kind": "structured",
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        },
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          "kind": "source_review",
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        },
        "review_state": "reviewed",
        "coverage": "complete",
        "display": {
          "answer": "The first implants occurred in mid-2019 and early 2020. The initial report appeared on 28 October 2020."
        }
      },
      "replication.attempts[]": {
        "state": "value_present",
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          "kind": "structured",
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          }
        },
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          "kind": "source_review",
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        },
        "review_state": "reviewed",
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        "display": {
          "answer": "The later four-person report includes the original two participants."
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      },
      "replication.conditions": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Suitable anatomy, preserved motor signals, training, caregiver setup, and continuing clinical care were required."
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        },
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        "display": {
          "answer": "Suitable anatomy, preserved motor signals, training, caregiver setup, and continuing clinical care were required."
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      },
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          "kind": "record_fields",
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              {
                "date": "2026-10-20",
                "change": "Replaced “two men” with “two people” in the title and account because no cited source gives the participants' sex; added the paper's implant timing (mid-2019 and early 2020) and an explicit note that the publication date stands in for the date observed; renamed the model version to the paper's own registration (NCT03834857) because the JNIS paper never uses the SWITCH name; and treated Mitchell 2023 as independent because its lead and senior authors are Royal Melbourne Hospital investigators.",
                "source": "Oxley et al. (2021) J NeuroInterv Surg, PMC7848062; Mitchell et al. (2023) JAMA Neurology, PMID 36622685; RMH statement 24 January 2023",
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                "date": "2026-10-21",
                "change": "Added what the benefit is measured against, what happened since from the cited sources.",
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              },
              {
                "date": "2026-10-21",
                "change": "Country of the developer and the deployer added from the organization's own site or a registry.",
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              },
              {
                "date": "2026-10-21",
                "change": "Prose pass: a rating reason, account, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
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              },
              {
                "date": "2026-10-25",
                "change": "Reviewed the original evidence and supporting material; updated system details, methods, outcomes, limitations, costs, and source lineage.",
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                "editor": "AIBD"
              }
            ]
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        "review_state": "record_mapped",
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      "sector": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "domain": "Neurotechnology / assistive communication",
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          }
        },
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                "source_ref": "AIBD-0052-source-0001",
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                "source_ref": "AIBD-0052-source-0001",
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                "source_ref": "AIBD-0052-source-0002",
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                "source_ref": "AIBD-0052-source-0002",
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          "answer": "Access and version details are listed for each reviewed source."
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                "citation": "Oxley TJ, Yoo PE, Rind GS, et al. (2021). Motor neuroprosthesis implanted with neurointerventional surgery improves capacity for activities of daily living tasks in severe paralysis: first in-human experience. Journal of NeuroInterventional Surgery 13(2):102-108.",
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              {
                "url": "https://www.ebi.ac.uk/europepmc/webservices/rest/PMC7848062/supplementaryFiles",
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                "source_refs": [
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              },
              {
                "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC9857731/",
                "locator": "Methods; Results; Table 2; Funding and sponsor role.",
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                  "AIBD-0052-source-0002"
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              },
              {
                "url": "https://pmc.ncbi.nlm.nih.gov/articles/instance/9857731/bin/jamaneurol-e224847-s001.pdf",
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          }
        },
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        },
        "review_state": "reviewed",
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        "display": {
          "answer": "Original citations and the passages that support each finding."
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        },
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          "answer": "2 retained sources."
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      },
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          "kind": "text",
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        },
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        "coverage": "complete",
        "display": {
          "answer": "English. No translation was used."
        }
      },
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        "value": {
          "kind": "text",
          "text": "Synchron funded and participated in the later study. An independent safety monitor reviewed safety data, but this does not make the whole efficacy study independent."
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        }
      },
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          "kind": "structured",
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              "AIBD-0052-source-0002"
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              {
                "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC7848062/",
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                "contribution": "Original home-use outcomes, distinct decoders, training, caregiver setup, and safety.",
                "relationship": "Original first-in-human report by developers and clinicians.",
                "source_refs": [
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              },
              {
                "url": "https://www.ebi.ac.uk/europepmc/webservices/rest/PMC7848062/supplementaryFiles",
                "locator": "neurintsurg-2020-016862supp001.pdf, pp. 3–10.",
                "contribution": "Detailed decoder architecture, training splits, click logic, and patient-reported outcomes.",
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                  "AIBD-0052-source-0001"
                ]
              },
              {
                "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC9857731/",
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                "contribution": "Follow-up of four implanted participants, overlap, mild adverse effects, and independent safety-monitor role.",
                "relationship": "Developer-funded extension of the same trial.",
                "source_refs": [
                  "AIBD-0052-source-0002"
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                "url": "https://pmc.ncbi.nlm.nih.gov/articles/instance/9857731/bin/jamaneurol-e224847-s001.pdf",
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                "contribution": "Referenced for additional methods; no uninspected details are used.",
                "relationship": "Supplement to the later paper.",
                "source_refs": [
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              },
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                "source_refs": [
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            ],
            "excluded_or_consolidated_sources": [
              {
                "url": "https://www.thermh.org.au/news/small-brain-device-proves-big-game-changer-for-severely-paralysed-patients",
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              },
              {
                "url": "https://www.thermh.org.au/news/brain-interface-proves-to-be-safe-and-effective",
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          "answer": "The original studies and their supporting materials are linked to the findings that they support."
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      },
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        "family": "strategic assessments"
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          "answer": "Two people with ALS regained control of a computer at home using Stentrode and eye tracking."
        }
      },
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          "kind": "text",
          "text": "Participants controlled selections through attempted movements. The system did not choose messages or purchases for them."
        },
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          "answer": "Participants controlled selections through attempted movements. The system did not choose messages or purchases for them."
        }
      },
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        "value": {
          "kind": "text",
          "text": "The decoder generated clicks from attempted movements. Eye tracking moved the cursor."
        },
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          "answer": "The decoder generated clicks from attempted movements. Eye tracking moved the cursor."
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      },
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              "features": 78,
              "frequency_Hz": [
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                30
              ],
              "train_trials": 24,
              "validation_trials": 18,
              "test_trials": 16,
              "parameter_freeze_day": 92,
              "C_gamma": "selected to maximize validation F1; numerical values not reported"
            },
            "participant_2": {
              "classifier": "threshold",
              "feature": "mean normalized spectral power",
              "frequency_Hz": [
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                70
              ],
              "calibration_seconds": 30,
              "lower_threshold": "while typing",
              "higher_threshold": "otherwise, restored after 15 seconds without typing"
            },
            "short_click_consecutive_predictions": [
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              9
            ],
            "long_click_minimum_predictions": 10
          }
        },
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          ],
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        },
        "review_state": "reviewed",
        "coverage": "complete",
        "display": {
          "answer": "The first participant used a trained SVM. The second used a threshold that changed during typing. Both produced short and held clicks."
        }
      },
      "systems[].inputs_outputs": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Electrical signals recorded from a cerebral vein were converted into no click, a short click, or a held click."
        },
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        },
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        "display": {
          "answer": "Electrical signals recorded from a cerebral vein were converted into no click, a short click, or a held click."
        }
      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "A support-vector machine with a radial-basis kernel for participant 1, and a manually tuned threshold classifier for participant 2."
        },
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          "answer": "A support-vector machine with a radial-basis kernel for participant 1, and a manually tuned threshold classifier for participant 2."
        }
      },
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        "state": "not_reported",
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        },
        "reason": "No software release or trained-weight identifier is reported. NCT03834857 identifies the trial, not the model.",
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        "coverage": "complete",
        "display": {
          "answer": "No software release or trained-weight identifier is reported. NCT03834857 identifies the trial, not the model."
        }
      },
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Stentrode, with a custom decoder and Tobii Dynavox software."
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        }
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          "kind": "text",
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        }
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        "review_state": "not_assessed",
        "coverage": "partial"
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      "title": {
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        "value": {
          "kind": "text",
          "text": "People with severe paralysis regained control of a computer at home"
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          "answer": "People with severe paralysis regained control of a computer at home"
        }
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        "provenance": {
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          "basis": "Content fingerprint refreshed after the October 25, 2026 source review.",
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        "coverage": "complete"
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      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "A caregiver attached the receiver and opened the software. The participant then used eye movements and brain-generated clicks to operate a computer."
        },
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        "display": {
          "answer": "A caregiver attached the receiver and opened the software. The participant then used eye movements and brain-generated clicks to operate a computer."
        }
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 74,
      "reviewed": 80,
      "record_mapped": 8,
      "not_assessed": 3,
      "complete": false,
      "by_state": {
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        "not_reported": 14,
        "unresolved": 0,
        "not_assessed": 3,
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        "withheld": 0,
        "source_unavailable": 0
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    }
  }
}
