On-scene machine learning prediction model for massive transfusion in trauma and its association with in-hospital mortality

Byungchul Yu, Jaehyeong Cho, Hyunjee Kim, Seung Ha Hwang, Jiyoung Hwang, Soeun Kim, Jiyeon Oh, Sooji Lee, Do Wan Kim, Junepill Seok, Kyounghwan Kim, Jinseok Lee, Dong Keon Yon, Wu Seong Kang

Open source

DOI: 10.1093/bjsopen/zraf167
Published: 2025-12-29
Container: BJS 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/bjsopen/zraf167,
  title = {On-scene machine learning prediction model for massive transfusion in trauma and its association with in-hospital mortality},
  author = {Byungchul Yu and Jaehyeong Cho and Hyunjee Kim and Seung Ha Hwang and Jiyoung Hwang and Soeun Kim and Jiyeon Oh and Sooji Lee and Do Wan Kim and Junepill Seok and Kyounghwan Kim and Jinseok Lee and Dong Keon Yon and Wu Seong Kang},
  year = {2025},
  journal = {BJS Open},
  doi = {10.1093/bjsopen/zraf167},
  url = {https://doi.org/10.1093/bjsopen/zraf167}
}

RIS

TY  - JOUR
TI  - On-scene machine learning prediction model for massive transfusion in trauma and its association with in-hospital mortality
AU  - Byungchul Yu
AU  - Jaehyeong Cho
AU  - Hyunjee Kim
AU  - Seung Ha Hwang
AU  - Jiyoung Hwang
AU  - Soeun Kim
AU  - Jiyeon Oh
AU  - Sooji Lee
AU  - Do Wan Kim
AU  - Junepill Seok
AU  - Kyounghwan Kim
AU  - Jinseok Lee
AU  - Dong Keon Yon
AU  - Wu Seong Kang
PY  - 2025
JO  - BJS Open
DO  - 10.1093/bjsopen/zraf167
UR  - https://doi.org/10.1093/bjsopen/zraf167
ER  -

APA

Yu, B., Cho, J., Kim, H., Hwang, S. H., Hwang, J., Kim, S., Oh, J., Lee, S., Kim, D. W., Seok, J., Kim, K., Lee, J., Yon, D. K., & Kang, W. S. (2025). On-scene machine learning prediction model for massive transfusion in trauma and its association with in-hospital mortality. BJS Open. https://doi.org/10.1093/bjsopen/zraf167

Source records

crossref · retrieved 2026-09-25T13:36:33.436Z