From data to decisions: The role of machine learning in precision ecological restoration

Zeeshan Ahmed, Dongwei Gui, Qi Liu, Ghulam Murtaza, Sikandar Ali

Open source

DOI: 10.1002/eap.70305
Published: 2026-09
Container: Ecological Applications
Publisher: Wiley
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:10.1002/eap.70305,
  title = {From data to decisions: The role of machine learning in precision ecological restoration},
  author = {Zeeshan Ahmed and Dongwei Gui and Qi Liu and Ghulam Murtaza and Sikandar Ali},
  year = {2026},
  journal = {Ecological Applications},
  doi = {10.1002/eap.70305},
  url = {https://doi.org/10.1002/eap.70305}
}

RIS

TY  - JOUR
TI  - From data to decisions: The role of machine learning in precision ecological restoration
AU  - Zeeshan Ahmed
AU  - Dongwei Gui
AU  - Qi Liu
AU  - Ghulam Murtaza
AU  - Sikandar Ali
PY  - 2026
JO  - Ecological Applications
DO  - 10.1002/eap.70305
UR  - https://doi.org/10.1002/eap.70305
ER  -

APA

Ahmed, Z., Gui, D., Liu, Q., Murtaza, G., & Ali, S. (2026). From data to decisions: The role of machine learning in precision ecological restoration. Ecological Applications. https://doi.org/10.1002/eap.70305

Source records

crossref · retrieved 2026-09-24T19:41:53.854Z