Several methods have been developed to standardize frequencies of failed shell-crushing predation preserved as repair scars on the shells of mollusks to account for factors known to influence the accumulation of repairs. Our understanding of the potential biases inherent in repair frequency analyses, however, remains incomplete due to a lack of systematic comparison and evaluation of available methods. Here we examine the effects of three different types of data standardization body size, shape, and exposure time to enemies on the calculation of repair frequency for a hypothetical data set of 1,000 specimens of a marine gastropod species that varies across its geographic range in morphology and life history. We based assumptions for the ecological parameters (e.g., variation in growth rates and morphology) of our model system on literature reports of living marine gastropod species. We initially structured our unstandardized data set to show equivalent repair frequencies throughout the species' geographic range. Subsequent standardization of this data set by size, shape, and exposure time revealed a progressively stronger spatial pattern, with higher repair frequencies to the south. This finding suggests that the comparison of unstandardized data may be misleading. The continued use and development of standardization methods should both enhance our ability to detect ecologically meaningful signals, and facilitate unbiased tests of hypotheses concerned with the importance of shell-crushing predators in ecology and evolution.
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Univ Haifa, Fac Law, Law, Haifa, IsraelUniv Haifa, Fac Law, Law, Haifa, Israel
Gal, Michal S.
Rubinfeld, Daniel L.
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Univ Calif Berkeley, Law, Berkeley, CA USA
Univ Calif Berkeley, Econ Emeritus, Berkeley, CA USA
NYU, Law, Sch Law, New York, NY 10003 USAUniv Haifa, Fac Law, Law, Haifa, Israel
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Australian & New Zealand Coll Anaesthetists, Australian & New Zealand Tripartite Anaesthesia Da, Melbourne, AustraliaAustralian & New Zealand Coll Anaesthetists, Australian & New Zealand Tripartite Anaesthesia Da, Melbourne, Australia
Culwick, Martin D.
Ling, Rachel
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Univ Queensland, Fac Med, Brisbane, Australia
Royal Brisbane & Womens Hosp, Dept Anaesthesia & Perioperat Med, Herston, AustraliaAustralian & New Zealand Coll Anaesthetists, Australian & New Zealand Tripartite Anaesthesia Da, Melbourne, Australia
Ling, Rachel
Sen, Kavita
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Univ Queensland, Fac Med, Brisbane, Australia
Royal Brisbane & Womens Hosp, Dept Anaesthesia & Perioperat Med, Herston, AustraliaAustralian & New Zealand Coll Anaesthetists, Australian & New Zealand Tripartite Anaesthesia Da, Melbourne, Australia
Sen, Kavita
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Endlich, Yasmin
van Zundert, Andre A.
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Univ Queensland, Fac Med, Brisbane, Australia
Royal Brisbane & Womens Hosp, Dept Anaesthesia & Perioperat Med, Herston, AustraliaAustralian & New Zealand Coll Anaesthetists, Australian & New Zealand Tripartite Anaesthesia Da, Melbourne, Australia