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Controls and additive series
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Rule #1 Make sure your control, is actually a control e.g. non-lethal presence of predators in bromeliads….
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Caged Predator Free Predator No Predator
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Caged Predator Free Predator No Predator
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Additive controls… Group exercise: Read your stream control example, and decide on: (1) What is wrong with the design? (2) How you might fix it.
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Scenario 1 Before After A B C A B C
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Scenario 2 B C A + pollutant E F D - pollutant
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What is the probability that the 3 “worst” streams are randomly assigned to the pollutant treatment?
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Scenario 3 + chemical in alkaline solution control Before After B C B
D D control
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Scenario 4 A B C Before After D E F + pollutant control
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Scenario 5 ?
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Insect abundance = m1 * width + m2 * dioxin + m3 * width*dioxin + Y-intercept (and error)
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Summary of control types
Which scenarios lacked: Control for initial conditions? Unmanipulated, contemporaneous control? Control for side effect of manipulation? Control for covariates? Control for non-target response?
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BACI design Before After Control Impact
Unmanipulated, contemporaneous control Initial conditions Eg. Scenario 3 Before After + pollutant Before After control
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BACI design Before After Control Impact
Unmanipulated, contemporaneous control Initial conditions Before After control + pollutant
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Example of BACI design: on forest fragments and birds
Ernest Leupin’s study on forest fragments and birds
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Sicamous Creek Research Forest
Figure 2. Experimental layout and treatments at the Sicamous Creek Experimental Forest. A- Uncut Reserves, B- 0.1ha openings, C- Selection Cut, D- 10 ha opening, E- 1ha openings . Each Treatment was replicated three times. Dashed line indicates the sampling extension of one uncut reserve.
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Figure 3. Aerial view (south-west) of the resulting forest matrix after harvest.
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How can we analyze BACI designs?
Randomized block? A treatment x date ANOVA? Before After + pollutant control A B C D E F What is n? What is k? How many independent experimental units in total?
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How can we analyze BACI designs?
Randomized block? A treatment x date ANOVA? Before After + pollutant control What is n? What is k? How many independent experimental units in total? A B C G H I D E F J K L
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How can we analyze BACI designs?
Two separate ANOVAs / t-tests? Before After + pollutant control Different? Different?
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How can we analyze BACI designs?
Two separate ANOVAs / t-tests? Impact sites Y variable before after before after before after before after A B C
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How can we analyze BACI designs?
Need to match the number of datapoints with the number of experimental units Need to take advantage of built-in control for stream identity
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How can we analyze BACI designs?
One solution: Use difference between before and after as the data! Before After Difference + pollutant A B C A B C A B C Before After Difference control D E F D E F D E F
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