Logo image
Outstanding Challenges in the Transferability of Ecological Models
Journal article   Open access   Peer reviewed

Outstanding Challenges in the Transferability of Ecological Models

Katherine L Yates, Phil J Bouchet, M Julian Caley, Kerrie Mengersen, Christophe F Randin, Stephen Parnell, Alan H Fielding, Andrew J Bamford, Stephen Ban, A Márcia Barbosa, …
Trends in ecology & evolution, Vol.33(10), pp.790-802
2018
pdf
PDF - Published Version (Open Access)2.18 MBDownloadView
Published VersionCC BY-NC-ND V4.0 Open Access

Abstract

predictive modeling model transfers species distribution models habitat models extrapolation generality uncertainty
Predictive models are central to many scientific disciplines and vital for informingmanagement in a rapidly changing world. However, limited understanding of theaccuracy and precision of models transferred to novel conditions (their 'trans-ferability') undermines confidence in their predictions. Here, 50 experts identifiedpriority knowledge gaps which, if filled, will most improve model transfers. Theseare summarized into six technical and six fundamental challenges, which underliethe combined need to intensify research on the determinants of ecologicalpredictability, including species traits and data quality, and develop best prac-tices for transferring models. Of high importance is the identification of a widelyapplicable set of transferability metrics, with appropriate tools to quantify thesources and impacts of prediction uncertainty under novel conditions.

Details

Metrics

114 File views/ downloads
1082 Record Views

InCites Highlights

These are selected metrics from InCites Benchmarking & Analytics tool, related to this output

Highly Cited Paper 
Collaboration types
Domestic collaboration
International collaboration
Web Of Science research areas
Ecology
Evolutionary Biology
Genetics & Heredity

UN Sustainable Development Goals (SDGs)

This output has contributed to the advancement of the following goals:

#13 Climate Action
#14 Life Below Water
#15 Life on Land

Source: InCites

Logo image