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Record W4396869012 · doi:10.9782/jisne-d-23-00005r2

A History of International Engagement in the Council for Exceptional Children Since 1980. Part 1: Organizational Components

2024· article· en· W4396869012 on OpenAlexaboutno aff
Clayton Keller, Suzanne Martin

Bibliographic record

VenueJournal of International Special Needs Education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicPost-Soviet Geopolitical Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyPolitical scienceSociology

Abstract

fetched live from OpenAlex

Abstract Is the Council for Exceptional Children (CEC), arguably the largest professional organization in exceptional education in the world, international or not? What does it mean to be international? An integrative literature review of primary sources of CEC news articles, reports of initiatives and workgroups, and columns in CEC publications that provided records of the Council’s internationally related thinking and activities involving countries outside the United States and Canada was conducted to reconceptualize CEC’s international nature since 1980. In this article, we report the findings from these sources that provide evidence of international aspirations and activities at times for six organizational components of CEC—mission and vision, policy, units, committees, work groups, and membership. There were instances of international thinking and efforts in these components. Both are necessary for meaningful international engagement, as neither is sufficient on its own. Our results suggest, though, that each may have been wanting. Recommendations are provided on how CEC can increase its global engagement through these elements.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.898
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.050
GPT teacher head0.311
Teacher spread0.260 · 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 designNot applicable
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
Published2024
Admission routes1
Has abstractyes

Explore more

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