A comprehensive review of crop stress detection: destructive, non-destructive, and ML-based approaches.

Muhammad A, Khan ZU, Khan J, Mashori AS, Ali A, Jabeen N, Han Z, Li F

Open source

DOI: 10.3389/fpls.2025.1638675
Published: 2025
Container: Frontiers in plant science
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/fpls.2025.1638675,
  title = {A comprehensive review of crop stress detection: destructive, non-destructive, and ML-based approaches.},
  author = {Muhammad A and Khan ZU and Khan J and Mashori AS and Ali A and Jabeen N and Han Z and Li F},
  year = {2025},
  journal = {Frontiers in plant science},
  doi = {10.3389/fpls.2025.1638675},
  url = {https://doi.org/10.3389/fpls.2025.1638675}
}

RIS

TY  - JOUR
TI  - A comprehensive review of crop stress detection: destructive, non-destructive, and ML-based approaches.
AU  - Muhammad A
AU  - Khan ZU
AU  - Khan J
AU  - Mashori AS
AU  - Ali A
AU  - Jabeen N
AU  - Han Z
AU  - Li F
PY  - 2025
JO  - Frontiers in plant science
DO  - 10.3389/fpls.2025.1638675
UR  - https://doi.org/10.3389/fpls.2025.1638675
ER  -

APA

A, M., ZU, K., J, K., AS, M., A, A., N, J., Z, H., & F, L. (2025). A comprehensive review of crop stress detection: destructive, non-destructive, and ML-based approaches.. Frontiers in plant science. https://doi.org/10.3389/fpls.2025.1638675

Source records

pubmed · retrieved 2026-09-26T06:03:01.129Z
europe-pmc · retrieved 2026-09-26T06:03:01.152Z
doaj · retrieved 2026-09-26T06:03:01.125Z