P-WIN deployment: real-time personalized machine learning to predict critical deterioration in a pediatric intensive care unit

Eamonn Tweedy, Sanjiv Mehta, Sachin Grover, Hannah R Stinson, Victor M Ruiz, Erika Pleskunas, James Sannino, Akira Nishisaki, Fuchiang (Rich) Tsui

Open source

DOI: 10.1093/jamiaopen/ooag202
Published: 2026-09-09
Container: JAMIA Open
Publisher: Oxford University Press (OUP)
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:10.1093/jamiaopen/ooag202,
  title = {P-WIN deployment: real-time personalized machine learning to predict critical deterioration in a pediatric intensive care unit},
  author = {Eamonn Tweedy and Sanjiv Mehta and Sachin Grover and Hannah R Stinson and Victor M Ruiz and Erika Pleskunas and James Sannino and Akira Nishisaki and Fuchiang (Rich) Tsui},
  year = {2026},
  journal = {JAMIA Open},
  doi = {10.1093/jamiaopen/ooag202},
  url = {https://doi.org/10.1093/jamiaopen/ooag202}
}

RIS

TY  - JOUR
TI  - P-WIN deployment: real-time personalized machine learning to predict critical deterioration in a pediatric intensive care unit
AU  - Eamonn Tweedy
AU  - Sanjiv Mehta
AU  - Sachin Grover
AU  - Hannah R Stinson
AU  - Victor M Ruiz
AU  - Erika Pleskunas
AU  - James Sannino
AU  - Akira Nishisaki
AU  - Fuchiang (Rich) Tsui
PY  - 2026
JO  - JAMIA Open
DO  - 10.1093/jamiaopen/ooag202
UR  - https://doi.org/10.1093/jamiaopen/ooag202
ER  -

APA

Tweedy, E., Mehta, S., Grover, S., Stinson, H. R., Ruiz, V. M., Pleskunas, E., Sannino, J., Nishisaki, A., & Tsui, F. (. (2026). P-WIN deployment: real-time personalized machine learning to predict critical deterioration in a pediatric intensive care unit. JAMIA Open. https://doi.org/10.1093/jamiaopen/ooag202

Source records

crossref · retrieved 2026-11-05T10:47:39.411Z