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Record W4396528622 · doi:10.22215/etd/2024-15943

Perceptions of Police Use of Force: The Influence of Inconsistencies, Victim Race, Defendant Race, and Situation Type on Mock-Juror Decision-Making

2024· dissertation· en· W4396528622 on OpenAlexaff
Alexa Hildenbrand

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsCarleton University
Fundersnot available
KeywordsRace (biology)PerceptionPsychologyCriminologySocial psychologySociologyGender studies

Abstract

fetched live from OpenAlex

The current set of studies examined whether various factors influenced mock-juror decision-making for a use of force case with a police officer defendant. Study 1 examined the effect of the number of inconsistencies (3 vs. 9), victim race (White vs. Indigenous), and defendant race (White vs. Indigenous). Results showed that a higher number of inconsistencies and a White defendant elicited less favourable perceptions of the defendant and higher perceptions of guilt. Study 2 examined the effect of the type of emergency situation (mental health check vs. domestic violence), victim race (White vs. Indigenous), and defendant race (White vs. Indigenous). Results showed that a mental health check situation, an Indigenous victim, and a White defendant elicited less favourable perceptions of the defendant and higher perceptions of defendant guilt. Participant attitudes were also examined and found to be influential on decision-making. Implications of the findings and directions for future research are discussed.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.711
Threshold uncertainty score0.952

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.035
GPT teacher head0.381
Teacher spread0.345 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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