Why is there so much variability in crop multi-model studies? (Record no. 69070)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04357nab|a22007337a|4500 |
| 001 - CONTROL NUMBER | |
| control field | 69070 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | MX-TxCIM |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250731174923.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 20257s2025||||mx |||p|op||||00||0|eng|d |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 0168-1923 |
| 022 ## - INTERNATIONAL STANDARD SERIAL NUMBER | |
| International Standard Serial Number | 1873-2240 (Online) |
| 024 8# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | https://doi.org/10.1016/j.agrformet.2025.110697 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | MX-TxCIM |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Wallach, D. |
| 9 (RLIN) | 1769 |
| 245 10 - TITLE STATEMENT | |
| Title | Why is there so much variability in crop multi-model studies? |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | Amsterdam (Netherlands) : |
| Name of publisher, distributor, etc. | Elsevier B.V., |
| Date of publication, distribution, etc. | 2025. |
| 500 ## - GENERAL NOTE | |
| General note | Peer review |
| 500 ## - GENERAL NOTE | |
| General note | Open Access |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | It has become common to compare crop model results in multi-model simulation experiments. In general, one observes a large variability in such studies, which reduces the confidence one can have in such models. It is important to understand the causes of this variability as a first step toward reducing it. For a given data set, the variability in a multi-model study can arise from uncertainty in model structure or in parameter values for a given structure. Previous studies have made assumptions about the origin of parameter uncertainty, and then quantified its contribution, generally finding that parameter uncertainty is less important than structure uncertainty. However, those studies do not take account of the full parameter variability in multi-model studies. Here we propose estimating parameter uncertainty based on open-call multi-model ensembles where the same structure is used by more than one modeling group. The variability in such a case is due to the full variability of parameters among modeling groups. Then structure and parameter contributions can be estimated using random effects analysis of variance. Based on three multi-model studies for simulating wheat phenology, it is found that the contribution of parameter uncertainty to total uncertainty is, on average, more than twice as large as the uncertainty from structure. A second estimate, based on a comparison of two different calibration approaches for multiple models leads to a very similar result. We conclude that improvement of crop models requires as much attention to parameters as to model structure. |
| 546 ## - LANGUAGE NOTE | |
| Language note | Text in English |
| 591 ## - CATALOGING NOTES | |
| Affiliation | Rettie, F.M. : No CIMMYT Affiliation |
| 597 ## - CGIAR Initiative | |
| Donor or Funder | National Key Research and Development Program |
| -- | United States Department of Agriculture (USDA) |
| -- | Natural Science Foundation of China (NSFC) |
| -- | Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD) |
| -- | Deutsche Forschungsgemeinschaft (DFG) |
| -- | Research Council of Finland |
| -- | Bundesministerium für Bildung und Forschung (BMBF) |
| -- | Ministero dell'Agricoltura, della Sovranità alimentare e delle Foreste (MASAF) |
| -- | Ministry of Education, Youth and Sports (MEYS) |
| -- | Commonwealth Scientific and Industrial Research (CSIRO) |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Crop modelling |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 2623 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Structures |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 18463 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Parameters |
| Source of heading or term | AGROVOC |
| 9 (RLIN) | 39696 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Palosuo, T. |
| 9 (RLIN) | 2657 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mielenz, H. |
| 9 (RLIN) | 39697 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Buis, S. |
| 9 (RLIN) | 2634 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Thorburn, P.J. |
| 9 (RLIN) | 1786 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Asseng, S. |
| 9 (RLIN) | 1568 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Dumont, B. |
| 9 (RLIN) | 1582 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ferrise, R. |
| 9 (RLIN) | 1585 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Gayler, S. |
| 9 (RLIN) | 1775 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ghahramani, A. |
| 9 (RLIN) | 29877 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Harrison, M.T. |
| 9 (RLIN) | 39698 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hochman, Z. |
| 9 (RLIN) | 4037 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hoogenboom, G. |
| 9 (RLIN) | 4150 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mingxia Huang |
| 9 (RLIN) | 39699 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Qi Jing |
| 9 (RLIN) | 39700 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Justes, E. |
| 9 (RLIN) | 17277 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kersebaum, K.C. |
| 9 (RLIN) | 1776 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Launay, M. |
| 9 (RLIN) | 39701 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Lewan, E. |
| 9 (RLIN) | 39702 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ke Liu |
| 9 (RLIN) | 39703 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Qunying Luo |
| 9 (RLIN) | 1605 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Rettie, F.M. |
| Field link and sequence number | 001714439 |
| Miscellaneous information | Sustainable Agrifood Systems |
| 9 (RLIN) | 26536 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Nendel, C. |
| 9 (RLIN) | 2654 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Padovan, G. |
| 9 (RLIN) | 18325 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Olesen, J.E. |
| 9 (RLIN) | 1780 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pullens, J.W.M. |
| 9 (RLIN) | 29562 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Qian, B. |
| 9 (RLIN) | 18564 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Seserman, D.M. |
| 9 (RLIN) | 39704 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Shelia, V |
| 9 (RLIN) | 8595 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Souissi, A. |
| 9 (RLIN) | 17241 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Specka, X. |
| 9 (RLIN) | 39705 |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Jing Wang |
| 9 (RLIN) | 1646 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Weber, T.K.D. |
| 9 (RLIN) | 26537 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Weihermüller, L. |
| 9 (RLIN) | 39706 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Seidel, S.J. |
| 9 (RLIN) | 39707 |
| 773 0# - HOST ITEM ENTRY | |
| Title | Agricultural and Forest Meteorology |
| Related parts | v. 372, art. 110697 |
| Place, publisher, and date of publication | Amsterdam (Netherlands) : Elsevier, 2025. |
| International Standard Serial Number | 0168-1923 |
| Record control number | G444454 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Article |
| Suppress in OPAC | No |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Date last seen | Total Checkouts | Price effective from | Koha item type | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Withdrawn status | Home library | Current library | Date acquired |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 07/22/2025 | 07/22/2025 | Article | Not Lost | Dewey Decimal Classification | Reprints Collection | CIMMYT Knowledge Center: John Woolston Library | CIMMYT Knowledge Center: John Woolston Library | 07/22/2025 |