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Record W4406704839 · doi:10.22533/at.ed.5585225160114

PUBLIC POLICIES AND EXPERIENCES IN SPECIALIZED EDUCATIONAL CARE BASED ON THE BILINGUAL APPROACH FOR STUDENTS WITH DEAFBLINDNESS AND THEIR FAMILIES IN THE MUNICIPALITY OF RIO DAS OSTRAS/RJ

2025· article· en· W4406704839 on OpenAlexfundno aff
Flávia Regina França Pascoal de Oliveira

Bibliographic record

VenueInternational Journal of Human Sciences Research · 2025
Typearticle
Languageen
FieldPsychology
TopicHearing Impairment and Communication
Canadian institutionsnot available
FundersPrincess Margaret Cancer Foundation
KeywordsBilingual educationPublic educationSociologyPsychologyPedagogyPolitical sciencePublic administration

Abstract

fetched live from OpenAlex

This work contributes to pedagogical practice and the changes that have occurred throughout the historical process in relation to Public Policies aimed at people with disabilities.The general objective is to reflect on Specialized Educational Assistance as a Public Policy in the area of Special Education, based on the keywords: Public Policies; Specialized Educational Assistance; Bilingual Education; Visual Pedagogy; Brazilian Sign Language.Bibliographic research and action research were used in the studies.Throughout the work, it is proposed to understand the Historical Process and Public Policies of Special Education based on reality; to share the experiences of deaf people

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)0.005
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.226
Threshold uncertainty score0.405

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.340
GPT teacher head0.573
Teacher spread0.233 · 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 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

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