Presence-only habitat suitability models for vulnerable marine ecosystem indicator taxa in the South Pacific have reached their predictive limit

Autor: C. Roland Pitcher, Ashley A. Rowden, Owen F. Anderson, Grady Petersen, David A. Bowden, Fabrice Stephenson, Matt H. Pinkerton
Rok vydání: 2021
Předmět:
Zdroj: ICES Journal of Marine Science. 78:2830-2843
ISSN: 1095-9289
1054-3139
Popis: Vulnerable marine ecosystems (VMEs) are typically fragile and slow to recover, making them likely to be substantially altered by disturbance. In the High Seas, regional fishery management organizations (RFMOs) are required to implement measures to prevent significant adverse impacts on VMEs. The objectives of the present study were to: update distribution models of VME indicator taxa in the South Pacific RFMO Convention Area; evaluate these against newly-collated independent field data to test the reliability of the presence-only habitat suitability models; and assess how well the updated models were able to predict into unsampled space. Ensemble habitat suitability models of 10 VME indicator taxa performed well using the newly collated data (AUC > 0.95, TSS > 0.76, and RMSE 0.93, TSS > 0.71, and RMSE
Databáze: OpenAIRE