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Record W3170443979 · doi:10.6000/1929-4409.2021.10.18

Alacrity of Preschool Education Teachers to Work with Children in Inclusive Groups

2021· article· en· W3170443979 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 Criminology and Sociology · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Social Development in Ukraine
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)Possession (linguistics)Work (physics)PedagogyPsychologySpecial educationMedical educationMedicineSocial psychology

Abstract

fetched live from OpenAlex

To make preschool inclusion successful and to have children gain the expected benefits, teachers need to be provided with functional teacher training programs that foster positive attitudes and provide them with a meaningful experience. The purpose of the study was to investigate the readiness of educators of preschool education institutions in Kyiv to work in inclusive classrooms. In the process of integration into the European community, Ukraine has focused on educational reforms, in particular, the creation of conditions for the introduction of inclusive education in educational institutions. The parameters of the research are taken into account, such as attitude to the idea of inclusion, possession of the necessary arsenal of pedagogical practices, understanding of barriers and ways to overcome them on the way to the organization of inclusive education. A structured questionnaire of preschool teachers attempts to reveal their attitudes towards inclusive education in general and to assess the conditions that promote or hinder the emergence of willingness and willingness to work in an inclusive group. The results of the study showed that a significant number of educators have a negative attitude to the idea of inclusion, believing that children should study in special groups or in special institutions (but not boarding schools). Educators name a number of barriers that prevent them from being positive about inclusive education, and underestimate their readiness for such work.

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)0.001
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 score0.423
Threshold uncertainty score0.245

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 science0.0000.000
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 head0.028
GPT teacher head0.366
Teacher spread0.338 · 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