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Fourth-corner latent variable models overstate confidence in trait–environment relationships and what to use instead

Cajo J. F. ter Braak

Environmental and Ecological Statistics2026https://doi.org/10.1007/s10651-025-00696-0article
ABDC A
Weight
0.50

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https://doi.org/https://doi.org/10.1007/s10651-025-00696-0

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@article{cajo2026,
  title        = {{Fourth-corner latent variable models overstate confidence in trait–environment relationships and what to use instead}},
  author       = {Cajo J. F. ter Braak},
  journal      = {Environmental and Ecological Statistics},
  year         = {2026},
  doi          = {https://doi.org/https://doi.org/10.1007/s10651-025-00696-0},
}

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Fourth-corner latent variable models overstate confidence in trait–environment relationships and what to use instead

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Evidence weight

0.50

Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40

F · citation impact0.50 × 0.4 = 0.20
M · momentum0.50 × 0.15 = 0.07
V · venue signal0.50 × 0.05 = 0.03
R · text relevance †0.50 × 0.4 = 0.20

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