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Density-dependence in Reef Fishes. Settlement vs. Post-settlement. Growth Survival Reproduction Movement. Literature Review. 20 Journals 30 Years (1970 - 1999) plus: electronic search. Settlement 32% Survival 68% Growth 25% Reproduction 7% Behavior 8% Migration 5%
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Density-dependence in Reef Fishes Settlement vs. Post-settlement • Growth • Survival • Reproduction • Movement
Literature Review • 20 Journals • 30 Years (1970 - 1999) • plus: electronic search
Settlement 32% Survival 68% Growth 25% Reproduction 7% Behavior 8% Migration 5% >1 response 31% 59 Papers:
Density-dependent survival Experimental only 48% Observational only 40% Both 12%
Conceptual Problem What quantitative framework facilitates comparison among studies?
Relative Importance:Basic Approach • Model for Recruitment: • Settlers Adults (A) • Estimate of Relative Importance • Limitation = Aw/o limit - Aambient • Elasticity: ep = (lnA) / (lnp) = (A/A) / (p/p)
Beverton-Holt Recruitment Function: Supply: S number of settlers Density-dep. b asymptotic number of adults Density-indep. a density-independent survival
Dascyllus trimaculatus 12 8 SUB-ADULT DENSITY (No. per 0.1m2 anemone) 4 50 100 150 200 250 300 SETTLER DENSITY (No. per 0.1m2 anemone)
No D-D mortality No mortality SLOPE = a SLOPE = 1 ADD AS = b No Supply limitation DENSITY OF SURVIVORS No D-I mortality ADI Observed AAMB SAmb SETTLER DENSITY
No D-D mortality SLOPE = a ADD AS = b No Supply limitation LDD DENSITY OF SURVIVORS LS Observed AAMB SAmb SETTLER DENSITY
15 LDD LS 10 LIMITATION (ABSOLUTE CHANGE) 5 LDi 20 40 60 80 100 SETTLER DENSITY LS = LDD at S=b/a ( A=b/2)
a = 0.7 (70% survival) 12 b = 9.8 sub-adults 8 SUB-ADULT DENSITY (No. per 0.1m2 anemone) 4 50 100 150 200 250 300 SETTLER DENSITY (No. per 0.1m2 anemone)
1st QUARTILE 100 MEDIAN 80 MEAN FREQUENCY 60 3rd QUARTILE 40 20 0 0 12 24 36 48 60 72 84 96 108 120 132 144 156 168 180 196 >200 SETTLER DENSITY CATEGORY (No. per 0.1m2 anemone)
RELATIVE IMPORTANCE FOR DASCYLLUS • (using ambient settlement rates) • LIMITATION (number of new adults) • Density-dependence 12.8 • Supply 5.7 • Density-independence 0.6
An Even Simpler Approach LDD / LS = aS / b
Is this a good metric? Answer: NO (it’s time-dependent) Solution: reformulate the model
Beverton-Holt Model: b per capita effect of conspecifics a density-indendent mortality rate
Integrated form of model: N0 initial density (i.e., settlers, S) Nt “final” density (i.e., recruits or adults, A)
Dascyllus trimaculatus 12 8 SUB-ADULT DENSITY (No. per 0.1m2 anemone) 4 50 100 150 200 250 300 SETTLER DENSITY (No. per 0.1m2 anemone)
a = 0.7 (70% survival) 12 b = 9.8 sub-adults 8 SUB-ADULT DENSITY (No. per 0.1m2 anemone) 4 50 100 150 200 250 300 SETTLER DENSITY (No. per 0.1m2 anemone)
Dascyllus trimaculatus 35 30 25 Number of survivors after 1-week 20 15 10 5 0 50 100 150 200 250 300 Settlers
Dascyllus trimaculatus 10 8 6 Number of survivors at 6 months 4 2 0 5 10 15 20 25 1-wk old fish
Density-dependence in Reef Fishes • Post-settlement survival • Variation in the strength of density-dependence
Meta-analysis: • Effect size • Var (effect size)
Beverton-Holt Model: b per capita effect of conspecifics a density-indendent mortality rate
Integrated form of model: N0 initial density (e.g., settlers) Nt “final” density (e.g., recruits or adults)
Dascyllus trimaculatus a = -0.00201 (day-1) b = -0.0000471 (m2 fish-1 day-1) 12 8 SUB-ADULT DENSITY (No. per 0.1m2 anemone) 4 50 100 150 200 250 300 SETTLER DENSITY (No. per 0.1m2 anemone) Ambient
Meta-analysis: Effect size:a) Per capita effect (b ) b) Total effect (b x ambient density)Var(Effect size): used to weight estimatesMixed model and bootstrapped CI’s
Overall effect of density • = -.0000826 m2 fish-1 day-1(CI: -.00014 to -.000043)[BUT extremely heterogeneous]
Sources of variation? • Conclusion (den-dep vs. den-indep.) • Experimental vs. Observational • Taxonomic groups • Geographic regions • Predators and Age-class
Den-dep. Den-indep.
Den-dep. Den-indep.
Den-dep. Den-indep.
Do experimental and observational studies yield different results? Only 12% of studies reported experimental and observation results.
Gobiosoma Expt: b = - 0.051 +/- 0.01Observ: b = - 0.00008 +/- 0.001 (Wilson and Osenberg, in press)
Exp Obs
Exp Obs
Does “range of density” drive these results? e.g., if doing an experiment, jack up densities to extraordinary levels (insure P<.05 and publication)
Exp Obs Exp Obs Den-dep. Den-indep.
Exp Obs Exp Obs Den-dep. Den-indep.
Exp Obs Exp Obs Den-dep. Den-indep.
Sources of variation? • Conclusion (den-dep vs. den-indep.) • Experimental vs. Observational • Taxonomic groups • Geographic regions • Predators and Age-class
Labrid Gobiid Acanthurid Pomacentrid
Australia California Caribbean Indo-Pacific
Beverton-Holt Model: b per capita effect of conspecifics a density-indendent mortality rate