MétaCan
Menu
Back to cohort
Record W4293728562 · doi:10.14746/n.2022.58.2.7

Dostosowanie wymagań edukacyjnych do możliwości uczniów ze specjalnymi potrzebami na lekcjach języka angielskiego a test ósmoklasisty

2022· article· en· W4293728562 on OpenAlexfundno aff
Magdalena Paluch

Bibliographic record

VenueNeofilolog · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicPolish Legal and Social Issues
Canadian institutionsnot available
FundersInnovation, Science and Economic Development Canada
KeywordsMathematics educationTest (biology)PsychologyCoherence (philosophical gambling strategy)PedagogyMedical educationMathematicsMedicineBiologyStatistics

Abstract

fetched live from OpenAlex

The last decade has seen rapid growth in the number of students with special educational needs (SEN). The aim of inclusive education is to provide all students with equal public education. To facilitate the learning process for students with SEN changes and modifications to requirements are implemented by language teachers. At the same time, these students take the final exam at the end of year eight of their primary education, where the main and almost only adjustment is extended time to write the exam. This article has two main aims. The first is to compare the legal requirements for educational adaptations in the Polish education system. The second is to show, on the basis of a case study, that lack of coherence between the different regulations affects the results achieved by the students in their final exams.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0020.004
Scholarly communication0.0060.003
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0100.001

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 head0.020
GPT teacher head0.302
Teacher spread0.282 · 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 source (direct Gemma or distilled Codex), 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

Citations1
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueNeofilologSame topicPolish Legal and Social IssuesFrench-language works237,207