Evidence map›Paper›PMID 30746437›Full record

SynthesisScience advances2019

Standards for distribution models in biodiversity assessments.

Miguel B Araújo, Robert P Anderson, A Márcia Barbosa, Colin M Beale, Carsten F Dormann, Regan Early, Raquel A Garcia, Antoine Guisan, Luigi Maiorano, Babak Naimi and 3 more

Abstract readSystematic Review
In one paragraph

Synthesis in Science advances, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 227 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
227citing papers in PubMed, 2 pooled it
–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

227 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
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  7. Disparity in the distribution of suitable habitat as a metric for capturing responses to contrasting land-use types.Ecological applications : a publication of the Ecological Society of America · 2026
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  15. Climate-Driven Range Dynamics of the High-Altitude FrogAnimals : an open access journal from MDPI · 2026
    Article
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167 more citing papers are in PubMed but not listed here.

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

13 authors.

Miguel B AraújoNational Museum of Natural Sciences, Spanish National Research Council (CSIC), 28006 Madrid, Spain.ORCID 0000-0002-5107-7265
Robert P AndersonDepartment of Biology, City College of New York, New York, NY 10031, USA.ORCID 0000-0002-7706-4649
A Márcia BarbosaRui Nabeiro Biodiversity Chair, University of Évora, 7000 Évora, Portugal.ORCID 0000-0001-8972-7713
Colin M BealeDepartment of Biology, University of York, York YO19 5PR, UK.ORCID 0000-0002-2960-5666
Carsten F DormannBiometry and Environmental System Analysis, University of Freiburg, D-79106 Freiburg, Germany.ORCID 0000-0002-9835-1794
Regan EarlyCentre for Ecology and Conservation, University of Exeter, Penryn, Cornwall TR10 9FE, UK.
Raquel A GarciaCenter for Macroecology, Evolution and Climate, Natural History Museum of Denmark, University of Copenhagen, DK-2100 Copenhagen, Denmark.ORCID 0000-0001-6523-0585
Antoine GuisanDepartment of Ecology and Evolution, University of Lausanne, Lausanne, Switzerland.ORCID 0000-0002-3998-4815
Luigi MaioranoDepartment of Biology and Biotechnologies Charles Darwin, University of Rome La Sapienza, Rome, Italy.ORCID 0000-0002-2957-8979
Babak NaimiCenter for Macroecology, Evolution and Climate, Natural History Museum of Denmark, University of Copenhagen, DK-2100 Copenhagen, Denmark.ORCID 0000-0001-5431-2729
Robert B O'HaraSenckenberg Biodiversity and Climate Research Centre, Senckenberganlage 25, 60325 Frankfurt, Germany.ORCID 0000-0001-9737-3724
Niklaus E ZimmermannDepartment of Mathematical Sciences and Centre for Biodiversity Dynamics, NTNU, 7491 Trondheim, Norway.ORCID 0000-0003-3099-9604
Carsten RahbekCenter for Macroecology, Evolution and Climate, Natural History Museum of Denmark, University of Copenhagen, DK-2100 Copenhagen, Denmark.ORCID 0000-0003-4585-0300

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Demand for models in biodiversity assessments is rising, but which models are adequate for the task? We propose a set of best-practice standards and detailed guidelines enabling scoring of studies based on species distribution models for use in biodiversity assessments. We reviewed and scored 400 modeling studies over the past 20 years using the proposed standards and guidelines. We detected low model adequacy overall, but with a marked tendency of improvement over time in model building and, to a lesser degree, in biological data and model evaluation. We argue that implementation of agreed-upon standards for models in biodiversity assessments would promote transparency and repeatability, eventually leading to higher quality of the models and the inferences used in assessments. We encourage broad community participation toward the expansion and ongoing development of the proposed standards and guidelines.

Indexed as

BiodiversityModels, TheoreticalEnvironmental MonitoringGuidelines as TopicPeer ReviewSpatio-Temporal Analysis

Identifiers

PMID30746437
PMCPMC6357756

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

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.