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Record W4403298301 · doi:10.1089/aut.2023.0077

Social Camouflage in Autism: An Analysis of Decision Making

2024· article· en· W4403298301 on OpenAlexaff
Mathieu Giroux, Isabelle Courcy, Aparna Nadig

Bibliographic record

VenueAutism in Adulthood · 2024
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsMcGill UniversityUniversité de MontréalAutodesk (Canada)
Fundersnot available
KeywordsCamouflageAutismPsychologyCognitive scienceComputer scienceDevelopmental psychologyArtificial intelligence

Abstract

fetched live from OpenAlex

The practice of social camouflage , or the modification of one’s behaviors to be better perceived by others in one’s environment, is an old one. Recently, it has received much interest as it pertains to people on the autism spectrum. The autism literature includes explorations of how social camouflage should be defined, why it occurs (e.g., the societal pressures that give rise to it), and its impacts on quality of life and mental health. In this article we complement this work with a conceptual model focusing on reflective cognitive aspects, which provides a social analysis of how social camouflage takes place, with respect to personal costs and potential social gains. This model is informed both by autistic lived experience (M.G.) and current research findings. We hope that this model can serve as a tool to empower people on the autism spectrum when reflecting on every day social decision making and that it will spark further research to understand the details of autistic social camouflage, which can, in turn, be used to refine the model.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.702
Threshold uncertainty score0.890

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.006
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.031
GPT teacher head0.365
Teacher spread0.334 · 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 designTheoretical or conceptual
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

Citations5
Published2024
Admission routes1
Has abstractyes

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