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Predicting the Recovery Outcomes of Stroke Aphasia Patients Using Machine Learning Models Based on fNIRS Multi-modal Neural Networks

Predicting the Recovery Outcomes of Stroke Aphasia Patients Using Machine Learning Models Based on fNIRS Multi-modal Neural Networks

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2400090927
Enrollment
Unknown
Registered
2024-10-16
Start date
2023-12-01
Completion date
Unknown
Last updated
2024-10-21

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Post-stroke aphasia

Interventions

Training set group:NA
Validation set group:NA

Sponsors

Fujian University of Traditional Chinese Medicine.
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 80 Years

Inclusion criteria

Inclusion criteria: (1) Comply with the diagnostic points of "stroke" in the "China Clinical Management Guidelines for Cerebrovascular Disease - Clinical Management of Ischemic Cerebrovascular Disease", and confirmed by cranial CT or MRI examination that it is a cerebral infarction in the left cerebral hemisphere, and it is the first time to have a stroke; (2) First-time stroke, 1 month = disease duration = 2 years; (3) 18 years old = 80 years old; (4) Aphasia as assessed by the Western Aphasia Battery (WAB), i.e., an Aphasia Quotient (AQ) score of <93.8, as a result of left hemispheric cerebral infarction; (5) Right sharp hand; (6) Volunteer to sign the informed consent form, understand and cooperate with the rehabilitation assessment and examination.

Exclusion criteria

Exclusion criteria: (1) People with aphasia caused by other diseases such as brain tumors, traumatic brain injury, and brain parasitosis; (2) Speech disorders caused by peripheral organs such as dysarthria and cognitive disorders unable to cooperate with language function tests; (3) Aphasic patients in the presence of severe auditory or visual dysfunction; (4) Patients with severe post-stroke complications such as severe lung infection and shoulder-hand syndrome; (5) Patients suffering from severe heart disease, cardiac, hepatic, and renal failure, malignant tumors, and gastrointestinal bleeding; (6) Patients with a history of epilepsy.

Design outcomes

Primary

MeasureTime frame
Western aphasia battery;

Secondary

MeasureTime frame
Communicative abilities in daily living;Percentage of correct information units;Correct information units per minute;oxyhemoglobin;deoxyhemoglobin;Total Oxyhemoglobin;

Countries

China

Contacts

Public ContactHuangjia

Fujian University of Traditional Chinese Medicine

jasmine1874@163.com+86 182 5017 8180

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026