Artificial Intelligence to Extract Structured Details From Unstructured Medical Records in a Global Heart Failure Trial.

Badrouchi S, Marti-Castellote PM, Foà A, Claggett BL, Desai AS, Xu D, Ho JE, Ellinor P, Jhund PS, McGrath MM, McCausland FR, McMurray JJV, Solomon SD, Cunningham JW

Open source

DOI: 10.1016/j.jchf.2025.102851
Published: 2026 May
Container: JACC. Heart failure
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. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. 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
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
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
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1016/j.jchf.2025.102851,
  title = {Artificial Intelligence to Extract Structured Details From Unstructured Medical Records in a Global Heart Failure Trial.},
  author = {Badrouchi S and Marti-Castellote PM and Foà A and Claggett BL and Desai AS and Xu D and Ho JE and Ellinor P and Jhund PS and McGrath MM and McCausland FR and McMurray JJV and Solomon SD and Cunningham JW},
  year = {2026},
  journal = {JACC. Heart failure},
  doi = {10.1016/j.jchf.2025.102851},
  url = {https://doi.org/10.1016/j.jchf.2025.102851}
}

RIS

TY  - JOUR
TI  - Artificial Intelligence to Extract Structured Details From Unstructured Medical Records in a Global Heart Failure Trial.
AU  - Badrouchi S
AU  - Marti-Castellote PM
AU  - Foà A
AU  - Claggett BL
AU  - Desai AS
AU  - Xu D
AU  - Ho JE
AU  - Ellinor P
AU  - Jhund PS
AU  - McGrath MM
AU  - McCausland FR
AU  - McMurray JJV
AU  - Solomon SD
AU  - Cunningham JW
PY  - 2026
JO  - JACC. Heart failure
DO  - 10.1016/j.jchf.2025.102851
UR  - https://doi.org/10.1016/j.jchf.2025.102851
ER  -

APA

S, B., PM, M., A, F., BL, C., AS, D., D, X., JE, H., P, E., PS, J., MM, M., FR, M., JJV, M., SD, S., & JW, C. (2026). Artificial Intelligence to Extract Structured Details From Unstructured Medical Records in a Global Heart Failure Trial.. JACC. Heart failure. https://doi.org/10.1016/j.jchf.2025.102851

Source records

pubmed · retrieved 2026-09-26T10:32:49.352Z