Habitat amount control is necessary but not sufficient to resolve the fragmentation debate

preprint OA: closed CC-BY-4.0

Abstract

Opposing conclusions from the same global multi-taxa dataset have intensified debate over whether fragmentation effects can be inferred independently of habitat amount in observational landscape studies. Gonçalves-Souza et al. (2025) reported lower local- and landscape-scale diversity in fragmented landscapes, whereas Fahrig et al. (2026) reanalysed the same dataset with continuous, scale-matched predictors and concluded that no independent evidence for fragmentation remains once habitat amount is controlled. I argue that this stronger adjudicatory inference is not established by the reanalysis. Controlling for habitat amount is necessary, but it is not sufficient when the realised predictor structure may still fail to provide the contrast required for separately estimated coefficients to be interpreted as independent ecological effects. Supplementary design-based analyses show that the continuous predictor redesign remains embedded in the original directional landscape contrast, that same-amount contrasts are scarce, and that benign linear collinearity diagnostics do not exhaust dependence in the raw predictor pair. The point is not that the opposite ecological conclusion has been demonstrated, but that a near-zero additive coefficient under these conditions is not self-interpreting. More broadly, the comment argues that landscape-scale studies using additive habitat-amount control cannot treat coefficient separation as proof that independent ecological effects have been identified unless predictor separability is demonstrated empirically in the realised design.
Full text 2,675 characters · extracted from oa-doi-fallback · click to expand
This is a Preprint and has not been peer reviewed. This is version 1 of this Preprint. You must log in to post a comment. There are no comments or no comments have been made public for this article. This is a Preprint and has not been peer reviewed. This is version 1 of this Preprint. Add a Comment You must log in to post a comment. Comments There are no comments or no comments have been made public for this article. Opposing conclusions from the same global multi-taxa dataset have intensified debate over whether fragmentation effects can be inferred independently of habitat amount in observational landscape studies. Gonçalves-Souza et al. (2025) reported lower local- and landscape-scale diversity in fragmented landscapes, whereas Fahrig et al. (2026) reanalysed the same dataset with continuous, scale-matched predictors and concluded that no independent evidence for fragmentation remains once habitat amount is controlled. I argue that this stronger adjudicatory inference is not established by the reanalysis. Controlling for habitat amount is necessary, but it is not sufficient when the realised predictor structure may still fail to provide the contrast required for separately estimated coefficients to be interpreted as independent ecological effects. Supplementary design-based analyses show that the continuous predictor redesign remains embedded in the original directional landscape contrast, that same-amount contrasts are scarce, and that benign linear collinearity diagnostics do not exhaust dependence in the raw predictor pair. The point is not that the opposite ecological conclusion has been demonstrated, but that a near-zero additive coefficient under these conditions is not self-interpreting. More broadly, the comment argues that landscape-scale studies using additive habitat-amount control cannot treat coefficient separation as proof that independent ecological effects have been identified unless predictor separability is demonstrated empirically in the realised design. https://doi.org/10.32942/X2KT05 Life Sciences additive amount control, biodiversity conservation, configuration metrics, fragmentation per se, habitat amount hypothesis, independent effects, landscape ecology, predictor separability, spatial subdivision Published: 2026-03-24 08:27 Last Updated: 2026-03-24 08:27 CC BY Attribution 4.0 International Conflict of interest statement: None Data and Code Availability Statement: Reproducibility code and output tables are publicly available at https://github.com/jacoloml/Reply2_F26. The original dataset is archived at Zenodo: https://doi.org/10.5281/zenodo.14885581 (Gonçalves-Souza & Vancine 2025). Language: English

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: oa-doi-fallback

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2026) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-30T02:00:01.510937+00:00
License: CC-BY-4.0