Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness
Regulatory agencies often rely on paleolimnological studies for models that predict variables pertinent to nutrient loading or to public perception. Limitations of statistical approaches often pose significant challenges. We present a case study from Florida USA that involves diatom-based inferenc...
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doaj-7edf443fb4494c39b7868c4b5c16fe662020-11-24T20:56:58ZengFrontiers Media S.A.Frontiers in Ecology and Evolution2296-701X2015-09-01310.3389/fevo.2015.00107150360Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectivenessThomas J. Whitmore0Francesca M. Lauterman1Kathryn E. Smith2Melanie A. Riedinger-Whitmore3University of South Florida St. PetersburgUniversity of South Florida St. PetersburgUniversity of South Florida St. PetersburgUniversity of South Florida St. PetersburgRegulatory agencies often rely on paleolimnological studies for models that predict variables pertinent to nutrient loading or to public perception. Limitations of statistical approaches often pose significant challenges. We present a case study from Florida USA that involves diatom-based inference models derived from two calibration sets. Spatial autocorrelation conclusions differed with methods and approaches, and h block cross validation was unduly pessimistic. Calibration sets and temporal sets represent fundamentally different populations. The accuracy and precision of temporal inferences for specific lakes can be affected by site-specific factors, and are not likely to be known with the certainty suggested by models. Error terms can provide a false sense of knowledge about the reliability of inferences for temporal samples. Broad error terms for limnetic total phosphorus models have little or no utility in any event. Limnetic total P models can perform poorly when applied to N-limited lakes. Transfer functions should be regarded more as qualitative indicators of past water quality rather than methods with known precision, and more emphasis should be placed on multiple lines of evidence and ecological interpretations.http://journal.frontiersin.org/Journal/10.3389/fevo.2015.00107/fullDiatomsPhosphoruspaleolimnologyTransfer functionsLake management |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Thomas J. Whitmore Francesca M. Lauterman Kathryn E. Smith Melanie A. Riedinger-Whitmore |
spellingShingle |
Thomas J. Whitmore Francesca M. Lauterman Kathryn E. Smith Melanie A. Riedinger-Whitmore Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness Frontiers in Ecology and Evolution Diatoms Phosphorus paleolimnology Transfer functions Lake management |
author_facet |
Thomas J. Whitmore Francesca M. Lauterman Kathryn E. Smith Melanie A. Riedinger-Whitmore |
author_sort |
Thomas J. Whitmore |
title |
Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
title_short |
Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
title_full |
Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
title_fullStr |
Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
title_full_unstemmed |
Limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
title_sort |
limnetic total phosphorus transfer functions for lake-management: considerations about their design, use, and effectiveness |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Ecology and Evolution |
issn |
2296-701X |
publishDate |
2015-09-01 |
description |
Regulatory agencies often rely on paleolimnological studies for models that predict variables pertinent to nutrient loading or to public perception. Limitations of statistical approaches often pose significant challenges. We present a case study from Florida USA that involves diatom-based inference models derived from two calibration sets. Spatial autocorrelation conclusions differed with methods and approaches, and h block cross validation was unduly pessimistic. Calibration sets and temporal sets represent fundamentally different populations. The accuracy and precision of temporal inferences for specific lakes can be affected by site-specific factors, and are not likely to be known with the certainty suggested by models. Error terms can provide a false sense of knowledge about the reliability of inferences for temporal samples. Broad error terms for limnetic total phosphorus models have little or no utility in any event. Limnetic total P models can perform poorly when applied to N-limited lakes. Transfer functions should be regarded more as qualitative indicators of past water quality rather than methods with known precision, and more emphasis should be placed on multiple lines of evidence and ecological interpretations. |
topic |
Diatoms Phosphorus paleolimnology Transfer functions Lake management |
url |
http://journal.frontiersin.org/Journal/10.3389/fevo.2015.00107/full |
work_keys_str_mv |
AT thomasjwhitmore limnetictotalphosphorustransferfunctionsforlakemanagementconsiderationsabouttheirdesignuseandeffectiveness AT francescamlauterman limnetictotalphosphorustransferfunctionsforlakemanagementconsiderationsabouttheirdesignuseandeffectiveness AT kathrynesmith limnetictotalphosphorustransferfunctionsforlakemanagementconsiderationsabouttheirdesignuseandeffectiveness AT melanieariedingerwhitmore limnetictotalphosphorustransferfunctionsforlakemanagementconsiderationsabouttheirdesignuseandeffectiveness |
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