Evidence map›Paper›PMID 41790779›Full record

ArticlePloS one2026

What is the evidence on indirect drivers of biodiversity loss worldwide? A systematic map protocol.

Federico Grossi, Daniel I Avila-Ortega, Anne-Sophie Crépin, Elina A Virtanen, Enrico Di Minin

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Federico GrossiHelsinki Lab of Interdisciplinary Conservation Science, Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0009-0008-5474-4343
Daniel I Avila-OrtegaStockholm Resilience Centre, Stockholm University, Stockholm, Sweden.ORCID https://orcid.org/0000-0002-0394-3827
Anne-Sophie CrépinStockholm Resilience Centre, Stockholm University, Stockholm, Sweden.
Elina A VirtanenHelsinki Lab of Interdisciplinary Conservation Science, Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland.
Enrico Di MininHelsinki Lab of Interdisciplinary Conservation Science, Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An estimated 1 million species of animals and plants are threatened with extinction. While much research has concentrated on direct drivers (e.g., land use change) of biodiversity loss, understanding the indirect (e.g., economic, demographic, and institutional, etc.) drivers triggering these direct drivers is a research priority. Systematic reviews of literature mapping the links between indirect and direct drivers and where, when, how, and what biodiversity they affect are missing. The primary research question of this systematic map will be: What is the evidence on indirect drivers of biodiversity loss worldwide? Eligible studies must include information on the links between direct and indirect drivers and how they affect biodiversity. Outcomes will be categorized by species, taxonomic groups, ecological levels of organization, geographical scope, and both direct and indirect drivers of biodiversity loss. We will implement a thorough and repeatable three-stage screening process through peer-reviewed articles, and a searchable database will be made publicly accessible as an interactive online resource. This systematic map will help identify knowledge gaps and enhance our understanding of the underlying causes of biodiversity loss.

Indexed as

BiodiversityConservation of Natural ResourcesExtinction, BiologicalAnimals

Identifiers

PMID41790779
PMCPMC12965540

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.