MétaCan
Menu
Back to cohort
Record W2939298970 · doi:10.5430/ijhe.v8n2p49

The Test of Accessibility of Higher Education in Israel: Instructors’ Attitudes toward High-Functioning Autistic Spectrum Students

2019· article· en· W2939298970 on OpenAlexvenueno aff
Nitza Davidovitch, Alona Ponomaryova, Hana Gendel Guterman, Yair Shapira

Bibliographic record

VenueInternational Journal of Higher Education · 2019
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyInclusion (mineral)Test (biology)Autism spectrum disorderHigh-functioning autismMedical educationAutismQualitative researchMathematics educationPedagogyDevelopmental psychologySocial psychologyMedicineSocial science

Abstract

fetched live from OpenAlex

This study deals with a case study of a program that integrates high-functioning autistic spectrum students in Israeli academia. The case study focuses on the attitudes of students and faculty towards high-functioning autistic spectrum (HFA) students, aiming to examine their contribution to the integration of HFA students in academia, with regard to the academic-social climate and their perceived self-efficacy. The case study may serve academic institutions as a model for the adjustment and integration of autistic spectrum students, with the inclusion of academic and administrative elements. The study is based on mixed methods methodology, utilizing both qualitative and quantitative research methods. Five hundred twenty six students, 103 faculty, as well as 30 students with ASD (autism spectrum disorder) and 27 mentoring students participating in the program, were asked to complete a quantitative research questionnaire. The research findings show that the integration of HFA students in academic studies is potentially possible, predicated on awareness among faculty and students as to the nature of the disability. Variables with high significance for the program's success were detected, involving teaching tools, institutional support, and a tolerant academic-social climate. The research findings indicate that with regard to nearly all the variables the faculty have the highest awareness of and sensitivity to integrating HFA students in academic studies. The literature review, as well as the findings of the current study, support the integration of people with HFA in various institutions and confirm the conditions for this success: institutional and social motivation together with a tolerant atmosphere.

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)0.002
metaresearch head score (Gemma)0.005
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 score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.027
GPT teacher head0.389
Teacher spread0.363 · 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

Citations4
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Higher EducationSame topicAutism Spectrum Disorder ResearchFrench-language works237,207