Unlocking insights from complex data: Leveraging heat maps for decision-making in LMIC.

Ibrahim M, Naz O, Mohiuddin AF, Rehman HU, Khan AA

DOI: 10.1371/journal.pone.0332394
Published: 2025
Container: PloS one
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:10.1371/journal.pone.0332394,
  title = {Unlocking insights from complex data: Leveraging heat maps for decision-making in LMIC.},
  author = {Ibrahim M and Naz O and Mohiuddin AF and Rehman HU and Khan AA},
  year = {2025},
  journal = {PloS one},
  doi = {10.1371/journal.pone.0332394},
  url = {https://doi.org/10.1371/journal.pone.0332394}
}

RIS

TY  - JOUR
TI  - Unlocking insights from complex data: Leveraging heat maps for decision-making in LMIC.
AU  - Ibrahim M
AU  - Naz O
AU  - Mohiuddin AF
AU  - Rehman HU
AU  - Khan AA
PY  - 2025
JO  - PloS one
DO  - 10.1371/journal.pone.0332394
UR  - https://doi.org/10.1371/journal.pone.0332394
ER  -

APA

M, I., O, N., AF, M., HU, R., & AA, K. (2025). Unlocking insights from complex data: Leveraging heat maps for decision-making in LMIC.. PloS one. https://doi.org/10.1371/journal.pone.0332394

Source records

pubmed · retrieved 2026-11-10T12:37:22.434Z