identifying the probable cause. 2 define the case list candidate causes evaluate data from the case...
Post on 19-Dec-2015
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2
Define the Case
List Candidate Causes
Evaluate Data from the Case
Evaluate Data from Elsewhere
Identify Probable Cause
Detect or Suspect Biological Impairment
As Necessary: Acquire Data,
and Iterate Process
Identify and Apportion Sources
Management Action: Eliminate or Control Sources, Monitor Results
Biological Condition Restored or Protected
Decision-maker and
Stakeholder Involvement
Stressor Identification
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How we identify probable causes
• Eliminate when you can• Diagnose when you can• Otherwise, analyze strength of evidence
Apply a scoring system to the available evidence under each type of evidence
HOW?
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The scoring system
R refutes
D diagnoses
+++ convincingly supports (or weakens - - -)
++ strongly supports (or weakens - -)
+ somewhat supports (or weakens - )
0 neither supports nor weakens
NE no evidence
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What you are looking for spatial/temporal co-occurrence
+The effect occurs where or when the candidate cause occurs, OR the effect does not occur where or when the candidate cause does not occur.
0 It is uncertain whether the candidate cause and the effect co-occur.
- - - The effect does not occur where or when the candidate cause occurs, OR the effect occurs where or when the candidate cause does not occur.
R
The effect does not occur where and when the candidate cause occurs, OR the effect occurs where or when the candidate cause does not occur, and the evidence is indisputable.
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Why score this way
+This finding somewhat supports the case for the candidate cause, but is not strongly supportive because the association could be coincidental.
0 This finding neither supports nor weakens the case for the candidate cause, because the evidence is ambiguous.
- - - This finding convincingly weakens the case for the candidate cause, because causes must co-occur with their effects.
R This finding refutes the case for the candidate cause, because causes must co-occur with their effects.
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no R Because laboratory tests do not exactly replicate toxic effects in the field.
Scoring of laboratory tests of site media
Scoring of stressor-response from other field studies
no RBecause there may be substantial and consistent differences in organisms or conditions between the case and elsewhere.
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Willimantic case studyMetals NH3 Flow Silt Low
DOTemp Food Episodic
Mix
Types of Evidence that Use Data from the Case
Spatial/Temporal Co-Occurrence + - + - - - + +
Evidence of Biological Mechanism + + + - + + - +
Causal Pathway - + - - + - +
Stressor-Response from the Field + - - + +
Manipulation of Exposure + + +
Verified Predictions + + +
Types of Evidence that Use Data from Elsewhere
Stressor-Response from Other Field - - +
Stressor-Response from Laboratory + + - - +
Example: strength of evidence analysis
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Weighing the evidence for each candidate cause
• Evaluate the quantity & quality of evidence• Evaluate consistency, patterns, strength, &
credibility• Summarize the compelling evidence
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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 line of evidence
• Poor quality data may be discounted
• Consider study designs, methods, relevance, variability, & other QA issues
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Evaluate consistency, patterns, strength, & 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
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Scoring consistency & credibility
Consistency of Evidence
All available types of evidence support the case for the candidate cause. + + +
All available types of evidence weaken the case for the candidate cause. - - -
All available types of evidence support the case for the candidate cause, but few types are available. +
All available types of evidence weaken the case for the candidate cause, but few types are available. -
The evidence is ambiguous or inadequate. 0
Some available types of evidence support and some weaken the case for the candidate cause. -
Explanation of the Evidence
There is a credible explanation for any negative inconsistencies or ambiguities in an otherwise positive body of evidence that could make the body of evidence consistently supporting.
+ +
There is no explanation for the inconsistencies or ambiguities in the evidence. 0
There is a credible explanation for any positive inconsistencies or ambiguities in an otherwise negative body of evidence that could make the body of evidence consistently weakening.
-
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Willimantic case studyMetals NH3 Flow Silt Low
DOTemp Food Episodic
Mix
Types of Evidence that Use Data from the Case
Spatial/Temporal Co-Occurrence + - + - - - + +
Evidence of Biological Mechanism + + + - + + - +
Causal Pathway - + - - + - +
Stressor-Response from the Field + - - + +
Manipulation of Co-occurrence + + +
Verified Predictions + + +
Types of Evidence that Use Data from Elsewhere
Stressor-Response from Other Field - - +
Stressor-Response from Laboratory + + - - +
Evaluating Multiple Types of Evidence
Consistency of Evidence - - - - - + - + + +
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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
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Physical Interaction
Causal agents change an affected agent by physical interaction.
Directionality The cause precedes its effectSufficiency Intensity or frequency of contact with the
cause is adequate to produce observed effect
Sequential Dependence
All effects result from a prior sequence of cause-effect events
Coherence of Characteristics
Specific causal relationships are consistent with scientific theory
Characteristics of Causal Relationships
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There is no magic formula…
All candidate causes must be compared to determine:
– if there is more than 1 probable cause– the level of confidence in the results
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Comparing evidence among causes: best-case scenario
You have compelling evidence for 1 candidate cause; others are weak or refuted...
TYPE OF EVIDENCE
CANDIDATE CAUSE
1 2 3
A ++ - R
B + --
C + -
Consistency + -
…celebrate, then remediate for Candidate Cause 1
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Comparing evidence among causes: more (likely) scenarios
You have uneven evidence across candidate causes...
TYPE OF EVIDENCE
CANDIDATE CAUSE
1 2 3
A ++ –
B + –
C + +
Consistency + –
• Strong evidence for one candidate cause may be sufficient• Consider if weakness is due to lack of data
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You have unsatisfying evidence across all candidate causes…
TYPE OF EVIDENCE
CANDIDATE CAUSE
1 2 3
A + –
B – –
C +
Consistency – – –
• Reconsider the impairment• Consider additional candidate
causes• Consider gathering more data
• Consider episodic events• Apply professional judgment
to identify most likely cause
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You have evidence suggesting multiple causes…
TYPE OF EVIDENCE
CANDIDATE CAUSE
1 2 3
A ++ + +
B + + ++
C ++ ++ +
Consistency + + +
• Consider disaggregating indices or metrics• Combine causes if they share causal pathways, modes of
action, sources and routes of exposure, or if they interact• Remediate dominant cause• Design remediation to address multiple causes
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You have insufficient data…
TYPE OF EVIDENCE
CANDIDATE CAUSE
1 2 3
A NE NE –
B + NE NE
C NE NE NE
Consistency 0 0 0
• Gather data if possible• Consider other bases for remediation (e.g., BMPs,
chemical criteria) and monitor biological responses• Use professional judgment as last resort
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How do I communicate results?
• Make your logic clear
• Present the critical evidence
• Reveal uncertainties
• Fit communication to your audience
• For technical reviewers, include text & tables
• For decision makers, may be helpful to use annotated conceptual model
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↑ other toxics
Example: using models for communication
↓ dissolved oxygen
↑ temperature
↓ EPT richness ↓ trout abundance
POTWindustrial facility dams subdivisiondairy farm
↑ NH3↑ Zn
DO higher at impaired site vs. reference
after rerouting industrial discharge had decreased concentrations of Zn & other toxics, increased EPT taxa richness
NH3 higher at impaired site vs. reference, but not at levels sufficient to cause impairment
industrial facility