Application of machine learning in migraine classification: a call for study design standardization and global collaboration.

Petrušić I, Messina R, Pellesi L, Azorin DG, Chiang CC, Pietra AD, Ha WS, Labastida-Ramirez A, Onan D, Ornello R, Raffaelli B, Rubio-Beltran E, Ruscheweyh R, Tana C, Vuralli D, Waliszewska-Prosół M, Wang W, Wells-Gatnik WD, Martelletti P, Raggi A

Open source

DOI: 10.1186/s10194-025-02134-9
Published: 2025 Oct 2
Container: The journal of headache and pain
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:10.1186/s10194-025-02134-9,
  title = {Application of machine learning in migraine classification: a call for study design standardization and global collaboration.},
  author = {Petrušić I and Messina R and Pellesi L and Azorin DG and Chiang CC and Pietra AD and Ha WS and Labastida-Ramirez A and Onan D and Ornello R and Raffaelli B and Rubio-Beltran E and Ruscheweyh R and Tana C and Vuralli D and Waliszewska-Prosół M and Wang W and Wells-Gatnik WD and Martelletti P and Raggi A},
  year = {2025},
  journal = {The journal of headache and pain},
  doi = {10.1186/s10194-025-02134-9},
  url = {https://doi.org/10.1186/s10194-025-02134-9}
}

RIS

TY  - JOUR
TI  - Application of machine learning in migraine classification: a call for study design standardization and global collaboration.
AU  - Petrušić I
AU  - Messina R
AU  - Pellesi L
AU  - Azorin DG
AU  - Chiang CC
AU  - Pietra AD
AU  - Ha WS
AU  - Labastida-Ramirez A
AU  - Onan D
AU  - Ornello R
AU  - Raffaelli B
AU  - Rubio-Beltran E
AU  - Ruscheweyh R
AU  - Tana C
AU  - Vuralli D
AU  - Waliszewska-Prosół M
AU  - Wang W
AU  - Wells-Gatnik WD
AU  - Martelletti P
AU  - Raggi A
PY  - 2025
JO  - The journal of headache and pain
DO  - 10.1186/s10194-025-02134-9
UR  - https://doi.org/10.1186/s10194-025-02134-9
ER  -

APA

I, P., R, M., L, P., DG, A., CC, C., AD, P., WS, H., A, L., D, O., R, O., B, R., E, R., R, R., C, T., D, V., M, W., W, W., WD, W., P, M., & A, R. (2025). Application of machine learning in migraine classification: a call for study design standardization and global collaboration.. The journal of headache and pain. https://doi.org/10.1186/s10194-025-02134-9

Source records

pubmed · retrieved 2026-09-26T01:29:47.602Z
europe-pmc · retrieved 2026-09-26T01:29:47.615Z
doaj · retrieved 2026-09-26T01:29:47.640Z