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Record W35811235 · doi:10.1016/j.jcjd.2022.05.007

1.視覚障害学生とユニバーサル・デザイン : テストのユニバーサル・デザインを評価するための障害受験生に対する試験時間延長率の新しい推定法(第2章 ハンディキャップをもつ学習者への支援の取り組み,高等教育における障害をもつ学生への支援システムの研究,メディアFDとフレキシブル・ラーニング支援の研究開発:ハンディキャップグループ)

2002· article· ja· W35811235 on OpenAlexfundno aff
衛 藤芳

Bibliographic record

Venue研究報告 · 2002
Typearticle
Languageja
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
FundersAlberta Innovates
KeywordsComputer science

Abstract

fetched live from OpenAlex

Barriers to diabetes specialty care for persons with lived experience of homelessness are due largely to the physical and social environment of the clinics. Innovative solutions may be implemented to address these challenges and improve access for this population.

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 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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, 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: Empirical
Teacher disagreement score0.503
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0050.002
Bibliometrics0.0010.003
Science and technology studies0.0060.001
Scholarly communication0.0010.002
Open science0.0030.002
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0610.061

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 head0.105
GPT teacher head0.407
Teacher spread0.303 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations0
Published2002
Admission routes1
Has abstractyes

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