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Record W4289318096 · doi:10.1521/jscp.2022.41.4.299

Examining the Double-Edged Sword Effects of Lay Theories of Mental Health on Perceptions and Treatment of Others with Mental Health Problems

2022· article· en· W4289318096 on OpenAlexaff
Emily M. Erb, Michael A. Busseri

Bibliographic record

VenueJournal of Social and Clinical Psychology · 2022
Typearticle
Languageen
FieldNeuroscience
TopicPsychology of Moral and Emotional Judgment
Canadian institutionsBrock University
Fundersnot available
KeywordsBlamePsychologyMental healthPsychological interventionSocial psychologyPerceptionStigma (botany)Offset (computer science)Clinical psychologyDevelopmental psychologyPsychotherapistPsychiatry

Abstract

fetched live from OpenAlex

INTRODUCTION: We examined the implications of viewing mental health problems as changeable through personal effort (incremental lay theory), fixed due to genetics (entity lay theory), or manageable through perseverance on perceptions of others with mental health problems. METHOD: In two preregistered studies, samples of online American participants were randomly assigned to one of four experimental conditions: manageable, incremental (changeable), entity (fixed), or control, and completed self-report measures of onset responsibility, offset efficacy, blame, stigma, willingness to help, and perceived likelihood of success of interventions aimed at helping those with mental health problems. RESULTS: In both studies, the manipulation had a significant effect on each outcome except willingness to help. Compared to the entity (fixed) condition, individuals in the incremental (changeable) condition reported significantly higher offset efficacy and perceived likelihood of success, but also higher onset responsibility and blame. Results for the manageable condition were similar to the incremental (changeable) condition but individuals in the manageable condition also reported lower responsibility (Study 1) as well as lower blame and stigma (Study 2). DISCUSSION: This work informs the ‘double-edged sword’ effects of holding incremental (changeable) or entity (fixed) lay theories concerning mental health problems. Findings also provide evidence that viewing mental health problems as manageable may reduce some of the negative and boost the positive implications associated with incremental (changeable) and entity (fixed) lay theories.

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)0.007
metaresearch head score (Gemma)0.021
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 score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0010.003
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
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 head0.212
GPT teacher head0.438
Teacher spread0.226 · 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

Citations8
Published2022
Admission routes1
Has abstractyes

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