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Record W7143845937 · doi:10.14943/b.edu.146.223

大学における教育支援の公平性の確保 : 合理的配慮を必要とする学生への支援に基づく検討

2025· article· ja· W7143845937 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.

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

VenueInstitutional Repositories DataBase (IRDB) · 2025
Typearticle
Languageja
FieldComputer Science
TopicEducational Robotics and Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsAccommodationJudgementReasonable accommodationSecond languageInclusion (mineral)Higher education

Abstract

fetched live from OpenAlex

In Japan, based on the Act for the Eliminating Discrimination against Persons with Disabilities in 2006, all business operators have been obliged to provide reasonable accommodation from April 2024 onwards. Universities have been working to develop support systems including the physical environment, but it is difficult to share information about reasonable accommodation due to the need to protect personal information, and there is not much research on the subject. In particular many aspects of activities in the classroom are left to the judgement of the lecturers, and in Japanese language classes, which often include collaborative activities, there are many lecturers who struggle to respond to students who have difficulty participating in these activities. In this paper, based on interviews to relevant staff conducted at universities in Canada, Australia and South Korea, we will clarify that the number of students with learning disabilities and other characteristics that are not easily apparent from appearances is increasing worldwide, and that this is leading to a fundamental shift in teaching and learning. We will then consider the environment and particularly the role of lecturers necessary for creating inclusive classroom settings, using Japanese language lessons at Hokkaido University as a reference in future classroom activities.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.953
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0020.001
Research integrity0.0000.001
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 head0.015
GPT teacher head0.265
Teacher spread0.251 · 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