The DOI matches its Crossref record; 24 of the 24 references it cites were found in a registry or an index.
Comparing the input, output, and validation maps for several models of land change
Open accessOverview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Modeling the Spatial Dynamics of Regional Land Use: The CLUE-S Model
VERBURG, P. H., SOEPBOER, W., VELDKAMP, A., LIMPIADA, R., ESPALDON, V., & MASTURA, S. S. A. (2002) · Environmental Management · doi:10.1007/s00267-002-2630-x · Cited by 1,548
Self-citationDetecting important categorical land changes while accounting for persistence
Pontius, R. G., Shusas, E., & McEachern, M. (2003) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2003.09.008 · Cited by 932
Self-citationUsing neural networks and GIS to forecast land use changes: a Land Transformation Model
Pijanowski, B. C., Brown, D. G., Shellito, B. A., & Manik, G. A. (2002) · Computers, Environment and Urban Systems · doi:10.1016/s0198-9715(01)00015-1 · Cited by 745
Self-citationQUANTIFICATION ERROR VERSUS LOCATION ERROR IN COMPARISON OF CATEGORICAL MAPS
Pontius, R. G. (2000) · Clark Digital Commons (Clark University) · Cited by 685
Self-citationUrban land expansion and arable land loss in China—a case study of Beijing–Tianjin–Hebei region
Tan, M., Li, X., Xie, H., & Lu, C. (2005) · Land Use Policy · doi:10.1016/j.landusepol.2004.03.003 · Cited by 600
Useful techniques of validation for spatially explicit land-change models
Pontius, R. G., Huffaker, D., & Denman, K. (2004) · Ecological Modelling · doi:10.1016/j.ecolmodel.2004.05.010 · Cited by 439
Self-citationVerburg, P. H., de Koning, G. H. J., Kok, K., Veldkamp, A., & Bouma, J. (1999) · Ecological Modelling · doi:10.1016/s0304-3800(98)00156-2 · Cited by 408
Self-citationQUANTIFICATION ERROR VERSUS LOCATION ERROR IN COMPARISON OF CATEGORICAL MAPS
Pontius (2000) · Photogrammetric Engineering & Remote Sensing · Cited by 394
Path dependence and the validation of agent‐based spatial models of land use
Brown, D. G., Page, S., Riolo, R., Zellner, M., & Rand, W. (2005) · International Journal of Geographical Information Science · doi:10.1080/13658810410001713399 · Cited by 388
Castella, J.-C., Trung, T. N., & Boissau, S. (2005) · Ecology and Society · doi:10.5751/es-01328-100127 · Cited by 372
Self-citation
Cited by
Li, X., Chen, G., Liu, X., Liang, X., Wang, S., Chen, Y., Pei, F., & Xu, X. (2017) · Annals of the American Association of Geographers · doi:10.1080/24694452.2017.1303357 · Cited by 389
Revisiting Kappa to account for change in the accuracy assessment of land-use change models
van Vliet, J., Bregt, A. K., & Hagen-Zanker, A. (2011) · Ecological Modelling · doi:10.1016/j.ecolmodel.2011.01.017 · Cited by 317
Gao, C., Feng, Y., Tong, X., Jin, Y., Liu, S., Wu, P., Ye, Z., & Gu, C. (2020) · Science of The Total Environment · doi:10.1016/j.scitotenv.2020.140996 · Cited by 35
Metadata
- Authors
- Pontius, R. G., Boersma, W., Castella, J.-C., Clarke, K., de Nijs, T., Dietzel, C., Duan, Z., Fotsing, E., Goldstein, N., Kok, K., Koomen, E., Lippitt, C. D., McConnell, W., Mohd Sood, A., Pijanowski, B., Pithadia, S., Sweeney, S., Trung, T. N., Veldkamp, A. T., & Verburg, P. H.
- Venue
- The Annals of Regional Science
- Published
- 2007-08-16
- Volume
- 42
- Issue
- 1
- Pages
- 11-37
- ISSN
- 0570-1864 (ISSN-L)
- 1432-0592
- OpenAlex
- W2171730709
- Cited by
- 940
- References
- 24
- FWCI
- 15.98
- Type
- journal article
- Language
- en
- Open access
- green
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Comparing the input, output, and validation maps for several models of land change. https://app.cochat.ai/papers/10.1007/s00168-007-0138-2
- The paper
- Pontius, R. G., Boersma, W., Castella, J.-C., Clarke, K., de Nijs, T., Dietzel, C., Duan, Z., Fotsing, E., Goldstein, N., Kok, K., Koomen, E., Lippitt, C. D., McConnell, W., Mohd Sood, A., Pijanowski, B., Pithadia, S., Sweeney, S., Trung, T. N., Veldkamp, A. T., & Verburg, P. H. (2008). Comparing the input, output, and validation maps for several models of land change. The Annals of Regional Science. https://doi.org/10.1007/s00168-007-0138-2
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
