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Record W4410878135 · doi:10.46827/ejae.v10i1.6018

INCLUSION, DEVELOPMENT AND WELL-BEING OF NEUROATYPICAL INDIVIDUALS THROUGH ALTERNATIVE EDUCATIONAL APPROACHES: A BOON OR A BANE? A NARRATIVE LITERATURE REVIEW

2025· article· en· W4410878135 on OpenAlexaboutno aff
Kevin Rebecchi

Bibliographic record

VenueEuropean Journal of Alternative Education Studies · 2025
Typearticle
Languageen
FieldNeuroscience
TopicNeuroscience, Education and Cognitive Function
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)NarrativeNarrative reviewPsychologyEpistemologyEngineering ethicsPsychotherapistLiteraturePhilosophySocial psychologyArtEngineering

Abstract

fetched live from OpenAlex

This article investigates the potential of alternative educational approaches, such as Montessori, Reggio Emilia, unschooling, forest schools, and Universal Design for Learning (UDL), to support the inclusion, development, and well-being of neuroatypical learners, particularly autistic and ADHD children, within Francophone education systems. Based on a narrative literature review methodology, the study explores theoretical foundations in developmental psychology, identifies key educational challenges faced by neuroatypical students, and examines how these pedagogies address their cognitive and developmental diversity. Findings reveal that while these alternative pedagogies offer promising pathways for fostering autonomy, social participation, and emotional regulation, they remain under-researched, particularly in French-speaking contexts. Most available studies are situated in Anglophone environments, limiting their transferability. Moreover, educational systems in France, Switzerland, and Québec often frame inclusion as a secondary measure rather than a foundational principle, contributing to systemic barriers such as discrimination, stigmatization, exclusion, and inadequate support. The article calls for a paradigm shift toward inclusive education as a structural commitment and emphasizes the need for interdisciplinary empirical research to evaluate the real impact of these pedagogical models. It concludes by advocating for a deeper societal understanding of cognitive diversity and the implementation of education policies grounded in human rights, child development, and xenosophy, a deep knowledge of the Other. Article visualizations:

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)0.005
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.008
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.005
Science and technology studies0.0020.004
Scholarly communication0.0050.005
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.085
GPT teacher head0.363
Teacher spread0.277 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations1
Published2025
Admission routes1
Has abstractyes

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Same venueEuropean Journal of Alternative Education StudiesSame topicNeuroscience, Education and Cognitive FunctionFrench-language works237,207