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Record W3048712457 · doi:10.5430/ijhe.v9n7p207

The Role of Teachers in the Organization of Inclusive Education of Primary School Pupils

2020· article· en· W3048712457 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Higher Education · 2020
Typearticle
Languageen
FieldPsychology
TopicPsychology of Development and Education
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)General partnershipPedagogyPrimary educationPsychologyMathematics educationPolitical scienceMedical educationSociologyMedicineSocial psychology

Abstract

fetched live from OpenAlex

The article highlights the models of inclusive education of Italy, Germany, Sweden, Norway, and Great Britain. Inclusion models can be classified into three basic ones, according to the ratio of the number of primary school-aged children at general and specialized schools, namely: full inclusion, partial inclusion with a predominance of pupils at general schools, partial inclusion with a predominance of pupils at specialized schools. Full inclusion is present in Italy and Norway, partial inclusion with a predominance of students at specialized schools is observed in Sweden (88.40%), partial inclusion with a predominance of students at general schools is present in Germany and the UK.Models of inclusion differ on the following aspects: legal regulation, funding and amounts of financing for teachers’ trainings, initial and ongoing teachers’ training, an approach to the organization of inclusive education (partnership, peer-to-peer approach, centralized, decentralized), the practice of exchanging experiences of inclusion’s organization within the country, the ratio of the number of primary school-aged children at general and specialized schools. The factors specified determine the role of teachers in the organization of inclusive education of primary school pupils. In countries, support and assistance of teachers is provided at different institutional levels: in Germany – through the center for psychological and pedagogical support, inclusion support services; in Great Britain – by assistants; in Italy – by consultants, healthcare service professionals; in Sweden – through resource centers; in Norway – through state centers. Support of teachers’ professional development throughout life and teachers’ financial motivation have been introduced in the countries; thus, these measures have a positive effect on the integration of primary school pupils in the society.

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.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.221
Threshold uncertainty score0.437

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.011
GPT teacher head0.334
Teacher spread0.322 · 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