Abstract
Species distribution models (SDMs) constitute the most common class of models across ecology, evolution and conservation. The advent of ready-to-use software packages and increasing availability of digital geoinformation have considerably assisted the application of SDMs in the past decade, greatly enabling their broader use for informing conservation and management, and for quantifying impacts from global change. However, models must be fit for purpose, with all important aspects of their development and applications properly considered. Despite the widespread use of SDMs, standardisation and documentation of modelling protocols remain limited, which makes it hard to assess whether development steps are appropriate for end use. To address these issues, we propose a standard protocol for reporting SDMs, with an emphasis on describing how a study's objective is achieved through a series of modeling decisions. We call this the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol, as its components reflect the main steps involved in building SDMs and other empirically-based biodiversity models. The ODMAP protocol serves two main purposes. First, it provides a checklist for authors, detailing key steps for model building and analyses, and thus represents a quick guide and generic workflow for modern SDMs. Second, it introduces a structured format for documenting and communicating the models, ensuring transparency and reproducibility, facilitating peer review and expert evaluation of model quality, as well as meta-analyses. We detail all elements of ODMAP, and explain how it can be used for different model objectives and applications, and how it complements efforts to store associated metadata and define modelling standards. We illustrate its utility by revisiting nine previously published case studies, and provide an interactive web-based application to facilitate its use. We plan to advance ODMAP by encouraging its further refinement and adoption by the scientific community.
Original language | English |
---|---|
Pages (from-to) | 1261-1277 |
Number of pages | 17 |
Journal | Ecography |
Volume | 43 |
Issue number | 9 |
DOIs | |
State | Published - 1 Sep 2020 |
Externally published | Yes |
Keywords
- biodiversity assessment
- ecological niche model
- habitat suitability model
- reproducibility
- Shiny
- transparency
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Zurell, D., Franklin, J., König, C., Bouchet, P. J., Dormann, C. F., Elith, J., Fandos, G., Feng, X., Guillera-Arroita, G., Guisan, A., Lahoz-Monfort, J. J., Leitão, P. J., Park, D. S., Peterson, A. T., Rapacciuolo, G., Schmatz, D. R., Schröder, B., Serra-Diaz, J. M., Thuiller, W., ... Merow, C. (2020). A standard protocol for reporting species distribution models. Ecography, 43(9), 1261-1277. https://doi.org/10.1111/ecog.04960
Zurell, Damaris ; Franklin, Janet ; König, Christian et al. / A standard protocol for reporting species distribution models. In: Ecography. 2020 ; Vol. 43, No. 9. pp. 1261-1277.
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title = "A standard protocol for reporting species distribution models",
abstract = "Species distribution models (SDMs) constitute the most common class of models across ecology, evolution and conservation. The advent of ready-to-use software packages and increasing availability of digital geoinformation have considerably assisted the application of SDMs in the past decade, greatly enabling their broader use for informing conservation and management, and for quantifying impacts from global change. However, models must be fit for purpose, with all important aspects of their development and applications properly considered. Despite the widespread use of SDMs, standardisation and documentation of modelling protocols remain limited, which makes it hard to assess whether development steps are appropriate for end use. To address these issues, we propose a standard protocol for reporting SDMs, with an emphasis on describing how a study's objective is achieved through a series of modeling decisions. We call this the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol, as its components reflect the main steps involved in building SDMs and other empirically-based biodiversity models. The ODMAP protocol serves two main purposes. First, it provides a checklist for authors, detailing key steps for model building and analyses, and thus represents a quick guide and generic workflow for modern SDMs. Second, it introduces a structured format for documenting and communicating the models, ensuring transparency and reproducibility, facilitating peer review and expert evaluation of model quality, as well as meta-analyses. We detail all elements of ODMAP, and explain how it can be used for different model objectives and applications, and how it complements efforts to store associated metadata and define modelling standards. We illustrate its utility by revisiting nine previously published case studies, and provide an interactive web-based application to facilitate its use. We plan to advance ODMAP by encouraging its further refinement and adoption by the scientific community.",
keywords = "biodiversity assessment, ecological niche model, habitat suitability model, reproducibility, Shiny, transparency",
author = "Damaris Zurell and Janet Franklin and Christian K{\"o}nig and Bouchet, {Phil J.} and Dormann, {Carsten F.} and Jane Elith and Guillermo Fandos and Xiao Feng and Gurutzeta Guillera-Arroita and Antoine Guisan and Lahoz-Monfort, {Jos{\'e} J.} and Leit{\~a}o, {Pedro J.} and Park, {Daniel S.} and Peterson, {A. Townsend} and Giovanni Rapacciuolo and Schmatz, {Dirk R.} and Boris Schr{\"o}der and Serra-Diaz, {Josep M.} and Wilfried Thuiller and Yates, {Katherine L.} and Zimmermann, {Niklaus E.} and Cory Merow",
note = "Publisher Copyright: {\textcopyright} 2020 The Authors. Ecography published by John Wiley & Sons Ltd on behalf of Nordic Society Oikos",
year = "2020",
month = sep,
day = "1",
doi = "10.1111/ecog.04960",
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Zurell, D, Franklin, J, König, C, Bouchet, PJ, Dormann, CF, Elith, J, Fandos, G, Feng, X, Guillera-Arroita, G, Guisan, A, Lahoz-Monfort, JJ, Leitão, PJ, Park, DS, Peterson, AT, Rapacciuolo, G, Schmatz, DR, Schröder, B, Serra-Diaz, JM, Thuiller, W, Yates, KL, Zimmermann, NE & Merow, C 2020, 'A standard protocol for reporting species distribution models', Ecography, vol. 43, no. 9, pp. 1261-1277. https://doi.org/10.1111/ecog.04960
A standard protocol for reporting species distribution models. / Zurell, Damaris; Franklin, Janet; König, Christian et al.
In: Ecography, Vol. 43, No. 9, 01.09.2020, p. 1261-1277.
Research output: Contribution to journal › Article › peer-review
TY - JOUR
T1 - A standard protocol for reporting species distribution models
AU - Zurell, Damaris
AU - Franklin, Janet
AU - König, Christian
AU - Bouchet, Phil J.
AU - Dormann, Carsten F.
AU - Elith, Jane
AU - Fandos, Guillermo
AU - Feng, Xiao
AU - Guillera-Arroita, Gurutzeta
AU - Guisan, Antoine
AU - Lahoz-Monfort, José J.
AU - Leitão, Pedro J.
AU - Park, Daniel S.
AU - Peterson, A. Townsend
AU - Rapacciuolo, Giovanni
AU - Schmatz, Dirk R.
AU - Schröder, Boris
AU - Serra-Diaz, Josep M.
AU - Thuiller, Wilfried
AU - Yates, Katherine L.
AU - Zimmermann, Niklaus E.
AU - Merow, Cory
N1 - Publisher Copyright:© 2020 The Authors. Ecography published by John Wiley & Sons Ltd on behalf of Nordic Society Oikos
PY - 2020/9/1
Y1 - 2020/9/1
N2 - Species distribution models (SDMs) constitute the most common class of models across ecology, evolution and conservation. The advent of ready-to-use software packages and increasing availability of digital geoinformation have considerably assisted the application of SDMs in the past decade, greatly enabling their broader use for informing conservation and management, and for quantifying impacts from global change. However, models must be fit for purpose, with all important aspects of their development and applications properly considered. Despite the widespread use of SDMs, standardisation and documentation of modelling protocols remain limited, which makes it hard to assess whether development steps are appropriate for end use. To address these issues, we propose a standard protocol for reporting SDMs, with an emphasis on describing how a study's objective is achieved through a series of modeling decisions. We call this the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol, as its components reflect the main steps involved in building SDMs and other empirically-based biodiversity models. The ODMAP protocol serves two main purposes. First, it provides a checklist for authors, detailing key steps for model building and analyses, and thus represents a quick guide and generic workflow for modern SDMs. Second, it introduces a structured format for documenting and communicating the models, ensuring transparency and reproducibility, facilitating peer review and expert evaluation of model quality, as well as meta-analyses. We detail all elements of ODMAP, and explain how it can be used for different model objectives and applications, and how it complements efforts to store associated metadata and define modelling standards. We illustrate its utility by revisiting nine previously published case studies, and provide an interactive web-based application to facilitate its use. We plan to advance ODMAP by encouraging its further refinement and adoption by the scientific community.
AB - Species distribution models (SDMs) constitute the most common class of models across ecology, evolution and conservation. The advent of ready-to-use software packages and increasing availability of digital geoinformation have considerably assisted the application of SDMs in the past decade, greatly enabling their broader use for informing conservation and management, and for quantifying impacts from global change. However, models must be fit for purpose, with all important aspects of their development and applications properly considered. Despite the widespread use of SDMs, standardisation and documentation of modelling protocols remain limited, which makes it hard to assess whether development steps are appropriate for end use. To address these issues, we propose a standard protocol for reporting SDMs, with an emphasis on describing how a study's objective is achieved through a series of modeling decisions. We call this the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol, as its components reflect the main steps involved in building SDMs and other empirically-based biodiversity models. The ODMAP protocol serves two main purposes. First, it provides a checklist for authors, detailing key steps for model building and analyses, and thus represents a quick guide and generic workflow for modern SDMs. Second, it introduces a structured format for documenting and communicating the models, ensuring transparency and reproducibility, facilitating peer review and expert evaluation of model quality, as well as meta-analyses. We detail all elements of ODMAP, and explain how it can be used for different model objectives and applications, and how it complements efforts to store associated metadata and define modelling standards. We illustrate its utility by revisiting nine previously published case studies, and provide an interactive web-based application to facilitate its use. We plan to advance ODMAP by encouraging its further refinement and adoption by the scientific community.
KW - biodiversity assessment
KW - ecological niche model
KW - habitat suitability model
KW - reproducibility
KW - Shiny
KW - transparency
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SN - 0906-7590
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SP - 1261
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JO - Ecography
JF - Ecography
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Zurell D, Franklin J, König C, Bouchet PJ, Dormann CF, Elith J et al. A standard protocol for reporting species distribution models. Ecography. 2020 Sep 1;43(9):1261-1277. doi: 10.1111/ecog.04960