GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction.
- DOI
- 10.1186/s12911-025-03224-z
- Published
- 2025 Oct 13
- Container
- BMC medical informatics and decision making
- 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:10.1186/s12911-025-03224-z,
title = {GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction.},
author = {E Samadi M and Nikulina K and Fritsch SJ and Schuppert A},
year = {2025},
journal = {BMC medical informatics and decision making},
doi = {10.1186/s12911-025-03224-z},
url = {https://doi.org/10.1186/s12911-025-03224-z}
}RIS
TY - JOUR TI - GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction. AU - E Samadi M AU - Nikulina K AU - Fritsch SJ AU - Schuppert A PY - 2025 JO - BMC medical informatics and decision making DO - 10.1186/s12911-025-03224-z UR - https://doi.org/10.1186/s12911-025-03224-z ER -
APA
M, E. S., K, N., SJ, F., & A, S. (2025). GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction.. BMC medical informatics and decision making. https://doi.org/10.1186/s12911-025-03224-z
Source records
- pubmed · retrieved 2026-11-10T13:45:30.099Z