Bridging AI innovation and healthcare: scalable clinical validation methods for voice biomarkers.

Krautz AE, Langner J, Helmhold F, Volkening J, Hoffmann A, Hasler C

Open source

DOI: 10.3389/fdgth.2025.1575753
Published: 2025
Container: Frontiers in digital health
Publisher: Not recorded
Open access: yes

Credibility signals

uncertain Score 53/100 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
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. 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:10.3389/fdgth.2025.1575753,
  title = {Bridging AI innovation and healthcare: scalable clinical validation methods for voice biomarkers.},
  author = {Krautz AE and Langner J and Helmhold F and Volkening J and Hoffmann A and Hasler C},
  year = {2025},
  journal = {Frontiers in digital health},
  doi = {10.3389/fdgth.2025.1575753},
  url = {https://doi.org/10.3389/fdgth.2025.1575753}
}

RIS

TY  - JOUR
TI  - Bridging AI innovation and healthcare: scalable clinical validation methods for voice biomarkers.
AU  - Krautz AE
AU  - Langner J
AU  - Helmhold F
AU  - Volkening J
AU  - Hoffmann A
AU  - Hasler C
PY  - 2025
JO  - Frontiers in digital health
DO  - 10.3389/fdgth.2025.1575753
UR  - https://doi.org/10.3389/fdgth.2025.1575753
ER  -

APA

AE, K., J, L., F, H., J, V., A, H., & C, H. (2025). Bridging AI innovation and healthcare: scalable clinical validation methods for voice biomarkers.. Frontiers in digital health. https://doi.org/10.3389/fdgth.2025.1575753

Source records

pubmed · retrieved 2026-09-26T09:39:11.933Z
europe-pmc · retrieved 2026-09-26T09:39:11.947Z
doaj · retrieved 2026-09-26T09:39:11.937Z