Forensic Evidence Interpretation and Statistics

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1
What is the purpose of statistical reasoning in forensic evidence interpretation?
To evaluate the strength and limitations of evidence using relevant probabilities, data, and clearly defined propositions.
2
What is a forensic proposition?
A specific statement about an event, source, or activity whose support can be evaluated using forensic evidence.
3
What is a likelihood ratio in forensic evidence evaluation?
The probability of observing the evidence under one proposition divided by its probability under an alternative proposition.
4
What is the general formula for a forensic likelihood ratio?
LR = P(Evidence given H1) divided by P(Evidence given H2), where H1 and H2 are competing propositions.
5
What does a likelihood ratio greater than 1 indicate?
The observed evidence is more probable under the proposition in the numerator than under the alternative proposition.
6
What does a likelihood ratio less than 1 indicate?
The observed evidence is more probable under the alternative proposition in the denominator.
7
What does a likelihood ratio equal to 1 indicate?
The evidence provides no relative support for either proposition under the specified model.
8
Scenario: Evidence has a probability of 0.8 under H1 and 0.2 under H2. What is the likelihood ratio?
4, indicating the evidence is four times as probable under H1 as under H2.
9
Scenario: Evidence has a probability of 0.05 under H1 and 0.25 under H2. What is the likelihood ratio?
0.2, indicating the evidence is five times as probable under H2 as under H1.
10
What is conditional probability?
The probability of an event given that another specified event or condition is known.
11
What is Bayes' theorem used for in evidence evaluation?
To update the probability of a proposition in light of evidence using prior probabilities and the likelihood of that evidence.
12
What is the relationship between prior odds, likelihood ratio, and posterior odds?
Posterior odds = prior odds × likelihood ratio.
13
What are prior odds?
The relative probabilities of competing propositions before considering the particular evidence being evaluated.
14
What are posterior odds?
The relative probabilities of competing propositions after incorporating the evidence through an appropriate likelihood ratio.
15
Scenario: Prior odds are 1:4 in favor of H1 and the likelihood ratio is 8. What are the posterior odds?
2:1 in favor of H1.
16
Scenario: Prior odds are 1:1 and the likelihood ratio is 9. What is the resulting posterior probability of H1?
90%, assuming the propositions are mutually exclusive and exhaustive and the model is valid.
17
What is the prosecutor's fallacy in forensic statistics?
Confusing the probability of evidence given innocence or an alternative proposition with the probability of innocence given the evidence.
18
What is the defense attorney's fallacy in forensic statistics?
Improperly treating a possible coincidental match as insignificant solely because many potential matching individuals exist.
19
What is the transposed conditional fallacy?
Mistakenly treating P(A given B) as equivalent to P(B given A).
20
Why is a random match probability not the same as the probability that a suspect is innocent?
A random match probability concerns the chance of a matching profile under specified conditions, not the probability of guilt or innocence.
21
What is a random match probability in forensic DNA analysis?
The estimated probability that an unrelated individual from a specified population would have a matching DNA profile under the model used.
22
What is allele frequency?
The proportion of copies of a particular genetic variant among the relevant alleles in a population.
23
What is genotype frequency?
The proportion or modeled probability of a particular combination of alleles at a genetic locus in a population.
24
What is Hardy-Weinberg equilibrium?
A population-genetic model under which genotype frequencies can be predicted from allele frequencies under specified assumptions.
25
Under Hardy-Weinberg equilibrium, what is the expected frequency of a heterozygous genotype with allele frequencies p and q?
2pq.
26
Under Hardy-Weinberg equilibrium, what is the expected frequency of a homozygous genotype for an allele with frequency p?
p squared.
27
Scenario: Two allele frequencies are 0.2 and 0.3. What is their expected heterozygous genotype frequency under Hardy-Weinberg equilibrium?
0.12, calculated as 2 × 0.2 × 0.3.
28
Scenario: An allele frequency is 0.1. What is its expected homozygous genotype frequency under Hardy-Weinberg equilibrium?
0.01, calculated as 0.1 squared.
29
What is the product rule in forensic DNA profile frequency estimation?
Multiplication of appropriate genotype frequencies across loci when the model's independence assumptions and adjustments are satisfied.
30
What is population substructure in forensic genetics?
Genetic variation among subpopulations that can affect genotype frequency estimates and require appropriate modeling.
31
What is a theta correction in forensic DNA statistics?
A population-substructure adjustment used in certain genotype frequency calculations.
32
What is a source-level proposition?
A proposition concerning the origin of a material or trace, such as whether a particular person contributed DNA.
33
What is an activity-level proposition?
A proposition concerning how or through what activity evidence was deposited or transferred.
34
What is an offense-level proposition?
A proposition concerning whether a criminal act occurred or a particular person committed it.
35
Why does a strong source-level association not automatically establish an activity-level proposition?
Identifying a possible source does not by itself determine when, why, or how the material was transferred.
36
Why can secondary transfer complicate interpretation of DNA evidence?
DNA from one person can reach an object through another person or surface without direct contact by the original contributor.
37
What is a likelihood ratio denominator proposition?
The alternative proposition used to calculate the probability of observing the evidence for comparison with the numerator proposition.
38
Why must competing propositions be clearly stated in a forensic report?
The meaning and strength of a likelihood ratio depend on the precise propositions being compared.
39
What is a relevant population in forensic statistical evaluation?
The population or reference group appropriate to the specific propositions, circumstances, and statistical model.
40
What is sampling bias in forensic reference data?
A systematic distortion caused when collected samples do not adequately represent the population of interest.
41
What is a confidence interval?
An interval produced by a statistical procedure designed to contain the target parameter at a stated long-run coverage rate.
42
What is a false discovery concern in forensic statistical testing?
The possibility that a reported positive association is incorrect, particularly when testing procedures and decision thresholds are not properly considered.
43
What is a decision threshold in forensic analysis?
A predefined criterion used to classify or interpret analytical results under a specified method.
44
Why should forensic experts avoid reporting unsupported numerical certainty?
A precise numerical statement requires suitable data, validated methods, and assumptions that justify the claimed precision.
45
What is the difference between evidential strength and a final legal conclusion?
Evidential strength concerns how strongly findings support specified propositions; legal conclusions require assessment of all evidence under applicable law.
46
Scenario: A DNA profile is extremely rare, but the sample could have been transferred indirectly. What must be distinguished?
Strong support for a source-level association versus the separate question of how and when the DNA was deposited.
47
Scenario: A forensic expert states that a one-in-a-million random match probability means a one-in-a-million chance of innocence. What error occurred?
The prosecutor's fallacy, involving an improper reversal of conditional probabilities.
48
Scenario: A glass comparison produces a likelihood ratio of 20 favoring a common-source proposition. What is the proper interpretation?
The observed findings are 20 times as probable under the specified common-source proposition as under the specified alternative, assuming the model is appropriate.
49
Scenario: Two analysts calculate different likelihood ratios using different alternative propositions. Does this necessarily mean one calculation is wrong?
No. Likelihood ratios are proposition-dependent; both calculations must be evaluated for relevance, assumptions, and validity.
50
Scenario: An expert is asked whether a likelihood ratio of 1,000 proves guilt beyond reasonable doubt. What is the scientifically appropriate response?
No. The likelihood ratio expresses relative support for specified propositions and does not independently determine guilt or the legal standard of proof.
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