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Record W4406428025 · doi:10.1038/s41893-025-01510-2

Author Correction: Regional patterns of wild animal hunting in African tropical forests

2025· article· en· W4406428025 on OpenAlexaff
Daniel J. Ingram, Graden Froese, Dáire Carroll, Paul‐Christian Bürkner, Fiona Maisels, Ajonina S. Abugiche, Sophie Allebone‐Webb, Andrew Balmford, Daniel Cornélis, Marc Dethier, Edmond Dounias, Herbert G. Ekodeck, Charles A. Emogor, Julia E. Fa, Davy Fonteyn, Andrea Ghiurghi, Elizabeth Greengrass, Noëlle F. Kümpel, Karen D. Lupo, Jonas Muhindo, Germain Ngandjui, Gracia Dorielle Ngohouani, François Sandrin, Judith Schleicher, Dave N. Schmitt, Liliana Vanegas, Hadrien Vanthomme, Nathalie van Vliet, Adam S. Willcox, Donald Midoko Iponga, Della Kemalasari, Usman Muchlish, Robert Nasi, Yahya Sampurna, Francis Nchembi Tarla, Jasmin Willis, Jörn P. W. Scharlemann, Katharine Abernethy, Lauren Coad

Bibliographic record

VenueNature Sustainability · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicConservation, Biodiversity, and Resource Management
Canadian institutionsCanadians Living with HIV
Fundersnot available
KeywordsGeographyTropical forestAgroforestryEcologyEnvironmental scienceBiology

Abstract

fetched live from OpenAlex

In the version of the article initially published, the second affiliation for Daniel Ingram, Durrell Institute of Conservation and Ecology (DICE), School of Natural Sciences, University of Kent, Canterbury, UK, was mistakenly listed as a present address and has now been amended in the HTML and PDF versions of the article.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.050
Threshold uncertainty score0.167

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.054
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0020.001
Scholarly communication0.0030.002
Open science0.0030.002
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0500.021

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.006
GPT teacher head0.246
Teacher spread0.240 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEditorial

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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