Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study.
- DOI
- 10.2147/cia.s625367
- Published
- 2026
- Container
- Clinical interventions in aging
- Publisher
- Not recorded
- Open access
- yes
Credibility signals
limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.2147/cia.s625367,
title = {Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study.},
author = {Du J and Zhang H and Wen X and Guo X and Hu J and Liu Z and Li X and Zhang CS and Ye Y},
year = {2026},
journal = {Clinical interventions in aging},
doi = {10.2147/cia.s625367},
url = {https://doi.org/10.2147/cia.s625367}
}RIS
TY - JOUR TI - Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study. AU - Du J AU - Zhang H AU - Wen X AU - Guo X AU - Hu J AU - Liu Z AU - Li X AU - Zhang CS AU - Ye Y PY - 2026 JO - Clinical interventions in aging DO - 10.2147/cia.s625367 UR - https://doi.org/10.2147/cia.s625367 ER -
APA
J, D., H, Z., X, W., X, G., J, H., Z, L., X, L., CS, Z., & Y, Y. (2026). Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study.. Clinical interventions in aging. https://doi.org/10.2147/cia.s625367
Source records
- pubmed · retrieved 2026-09-26T11:41:47.975Z
- europe-pmc · retrieved 2026-09-26T11:41:47.975Z