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Record W4415219611 · doi:10.33921/v24cd3rh

The Effects of Intergroup Contact on Ableist Perceptions

2025· article· en· W4415219611 on OpenAlexvenueno aff
Celia Tillery, Mollie A. Price‐Blackshear, Shaddy Gonzalez de Armas

Bibliographic record

VenueJournal of Interpersonal Relations Intergroup Relations and Identity · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicForest Insect Ecology and Management
Canadian institutionsnot available
Fundersnot available
KeywordsAbleismPrejudice (legal term)PerceptionContact hypothesisStigma (botany)AnxietyDisabled peopleContact theory

Abstract

fetched live from OpenAlex

Since the 1920s, societal status for people with disabilities in the United States has risen dramatically, as stigma and prejudice surrounding disability has decreased. However, ableism is still prevalent. Utilizing ideas from Gordon Allport and Thomas Pettigrew, the current research considers why people may be ableists, and explores variables associated with lower levels of ableism. This study examines whether participants’ levels of ableism were influenced by the amount of contact with people with disabilities and intergroup anxiety levels. It was hypothesized that increased contact with disabled individuals would be associated with decreased ableism and lower intergroup anxiety. Psychology undergraduates completed an online survey that measured participants’ contact occurrences with disabled individuals, intergroup anxiety levels, ableism, attitudes, and behavioral intentions. Correlations and regression analyses explored relationships between variables. Results suggest the importance of intergroup contact and intergroup anxiety, and their interaction, in understanding attitudes toward disabled individuals.

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)0.001
metaresearch head score (Gemma)0.006
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 score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.003
GPT teacher head0.240
Teacher spread0.238 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Interpersonal Relations Intergroup Relations and IdentitySame topicForest Insect Ecology and ManagementFrench-language works237,207