MétaCan
Menu
Back to cohort
Record W764217623

Сравнительный анализ и современные тенденции развития образования детей с особыми образовательными потребностями в России и за рубежом

2015· article· ru· W764217623 on OpenAlex
А. А. Наумов, О. Р. Ворошнина

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueМир науки, культуры, образования · 2015
Typearticle
Languageru
FieldPsychology
TopicPsychology of Development and Education
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationMerge (version control)Special educationPolitical scienceSpecial educational needsEconomic growthPedagogySociologyLawComputer scienceEconomics
DOInot available

Abstract

fetched live from OpenAlex

The article analyzes the formation and development of the education of children with special educational needs in Norway, USA, Canada, Germany, India and Russia. The research tasks are to correlate features of the educational policies of these countries and to compared them with some of the provisions of the educational legislation, particularly personnel policy. In the course of the study the authors identified general trends in the education of children with special educational needs and found that special and mass education as a rule comprise one system where special and general educational principles merge. The researchers also note that there is an increase in the number of children who need special methods in school. The paper is based on the analysis that presents trends and prospects of further development of the education of children with special educational needs in Russia.

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)0.007
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.526
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.002
Meta-epidemiology (narrow)0.0050.005
Meta-epidemiology (broad)0.0050.002
Bibliometrics0.0030.005
Science and technology studies0.0020.003
Scholarly communication0.0010.003
Open science0.0060.002
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.1630.069

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 head0.149
GPT teacher head0.405
Teacher spread0.257 · 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