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Record W4409064537 · doi:10.1037/lhb0000599

The psychological allure of Alford: Does wanting to appear innocent put innocents at risk?

2025· article· en· W4409064537 on OpenAlexaff
Johanna Hellgren, Annmarie Khairalla, Miko M. Wilford, Rachele J. DiFava, Saul M. Kassin

Bibliographic record

VenueLaw and Human Behavior · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicJury Decision Making Processes
Canadian institutionsOntario Tech University
FundersAmerican Psychology-Law Society
KeywordsPsychologyLegal psychologySocial psychologyPsychoanalysisClinical psychologyPsychotherapist

Abstract

fetched live from OpenAlex

OBJECTIVE: The Alford plea allows defendants to maintain innocence while pleading guilty, but this option is largely unknown to the public, and its effects are unknown to researchers and practitioners. Some legal scholars have argued that the Alford plea may attract innocent defendants who may not otherwise accept a plea, whereas others have asserted that it offers a beneficial alternative for those wanting to preserve their reputations and avoid the more severe consequences of a trial conviction. Applying a social psychological lens, we examined how the Alford plea influences innocent and guilty mock defendants' plea decision making. HYPOTHESES: We predicted that whereas guilty mock defendants would be more likely to accept a plea overall, the Alford variant would increase the rate at which innocent mock defendants accept pleas. METHOD: We conducted two studies: In Study 1, 406 Prolific Academic participants read a vignette in which they were either innocent or guilty of involuntary manslaughter; in Study 2, we used an interactive simulation of legal procedures in which 367 innocent Testable Minds participants were accused of larceny. In both studies, participants were offered either a traditional plea requiring them to admit guilt or an Alford plea allowing them to maintain innocence. RESULTS: = 3.61, 95% CI [1.28, 10.20]) if it was an Alford (and allowed them to maintain innocence). Additionally, many participants in both studies cited self-presentation-related reasons for their plea decisions. CONCLUSION: Our findings suggest that the Alford plea may increase the risk of false guilty pleas, a finding that has important implications for criminal defendants and the attorneys who advise them. (PsycInfo Database Record (c) 2025 APA, all rights reserved).

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.045
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.045
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.004
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.028
GPT teacher head0.402
Teacher spread0.374 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations2
Published2025
Admission routes1
Has abstractyes

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