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Analyze data from the Truckee River case and elsewhere to identify likely causes of biological impairment. Evaluate evidence, scoring, and consistency to pinpoint sources for management action to restore river health.
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Step 5: Identifying probable causes for the Truckee River case study
Detect or Suspect Biological Impairment Stressor Identification Define the Case List Candidate Causes Decision-maker and Stakeholder Involvement As Necessary: Acquire Data and Iterate Process Evaluate Data from the Case Evaluate Data from Elsewhere Step 5: Identify Probable Cause Identify and Apportion Sources Management Action: Eliminate or Control Sources, Monitor Results Biological Condition Restored or Protected
Weighing the evidence for each candidate cause • Evaluate the quantity & quality of evidence • Evaluate consistency & credibility • Summarize the compelling evidence
Things to keep in mind when scoring… • Be consistent across candidate causes • Don’t double-count data • Think about the quality & quantity of the data you’re using • Document your thought process
R refutes D diagnoses +++ convincingly supports (or weakens - - -) ++ strongly supports (or weakens - -) + somewhat supports (or weakens - ) 0 neither supports nor weakens NE no evidence The scoring system
Let’s start scoring each type of evidence, across each candidate cause…
Evaluate quantity & quality of evidence • Quality & quantity of data influence scores • Now evaluate overall quality of evidence • Lots of consistent evidence reduces quality concerns for any 1 type of evidence • Poor quality data may be discounted • Consider study designs, methods, relevance, variability, & other QA issues
Now that we’ve scored each type of evidence, let’s evaluate consistency & credibility
Evaluate consistency & credibility • Prepare summary table of scores • Do not add up scores! • Evaluate consistency of evidence • Look for compelling evidence • If evidence is inconsistent, consider mechanistic explanations • e.g., lab data not consistent with field conditions due to differing bioavailability
Summarize compelling evidence • Make an overall evaluation of strength of evidence for each candidate cause • what evidence compels belief that candidate cause induced effect? • what evidence strongly casts doubt? • Consider the principle characteristics of causal relationships • these are what you’re trying to show • they summarize the 15 types of evidence
What comes after causal analysis? • If confidence in results is low… • plan studies to obtain critical evidence • experimental studies most likely to be convincing • If confidence in results is high… • identify sources • take action • monitor results
So – what’s next? • Additional data to collect? • Additional analyses to conduct? • Additional sites to consider? • Outreach & communication?