MétaCan
Menu
Back to cohort
Record W4388490302 · doi:10.1080/1045988x.2023.2270811

The gap between research and practice revisited: Accommodation practices amid the COVID-19 pandemic and beyond

2023· article· en· W4388490302 on OpenAlexaffabout
Pei-Ying Lin, Caroline Locher-Lo, Chia Jung Yeh

Bibliographic record

VenuePreventing School Failure Alternative Education for Children and Youth · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsUniversity of British ColumbiaUniversity of Saskatchewan
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)AccommodationPandemicPerception2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PsychologyMedical educationPedagogyMedicine

Abstract

fetched live from OpenAlex

Previous research suggests that there is a demonstrated need to provide instructional and assessment accommodations for students with special needs in Canada and worldwide. Therefore, we conducted nine semi-structured interviews to better understand how Canadian elementary special education teachers’ perceived understanding of accommodations affected their practices before the COVID-19 pandemic, during school closures, and after school reopened in the province of Saskatchewan. Our interview data show that teachers’ perceptions of accommodations did not align with research and theory. Elementary teachers tended to utilize groupwise strategies for students with special needs. Overall, teachers’ perceptions and practices of accommodations remained constant prior to school closures and after school reopened, excepting some practices that were changed due to the COVID-19 safety protocols.

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)0.011
metaresearch head score (Gemma)0.025
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.428
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.025
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0010.001
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 head0.213
GPT teacher head0.495
Teacher spread0.283 · 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 teacher head, not a consensus.

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

Citations0
Published2023
Admission routes2
Has abstractyes

Explore more

Same venuePreventing School Failure Alternative Education for Children and YouthSame topicDisability Education and EmploymentFrench-language works237,207