Explainable Machine Learning for Predicting Hospital Admission at Emergency Department Triage: Retrospective Cohort Study

Kalash Dave, Antony Robert, W Alton Russell, David L Buckeridge

Open source

DOI: 10.2196/98273
Published: 2026-11-10
Container: JMIR Medical Informatics
Publisher: JMIR Publications Inc.
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
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. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
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. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.2196/98273,
  title = {Explainable Machine Learning for Predicting Hospital Admission at Emergency Department Triage: Retrospective Cohort Study},
  author = {Kalash Dave and Antony Robert and W Alton Russell and David L Buckeridge},
  year = {2026},
  journal = {JMIR Medical Informatics},
  doi = {10.2196/98273},
  url = {https://doi.org/10.2196/98273}
}

RIS

TY  - JOUR
TI  - Explainable Machine Learning for Predicting Hospital Admission at Emergency Department Triage: Retrospective Cohort Study
AU  - Kalash Dave
AU  - Antony Robert
AU  - W Alton Russell
AU  - David L Buckeridge
PY  - 2026
JO  - JMIR Medical Informatics
DO  - 10.2196/98273
UR  - https://doi.org/10.2196/98273
ER  -

APA

Dave, K., Robert, A., Russell, W. A., & Buckeridge, D. L. (2026). Explainable Machine Learning for Predicting Hospital Admission at Emergency Department Triage: Retrospective Cohort Study. JMIR Medical Informatics. https://doi.org/10.2196/98273

Source records

crossref · retrieved 2026-11-11T00:06:53.853Z