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Record W4321205402 · doi:10.3233/jvr-230011

The COVID-19 pandemic as a tipping point: The precarity of transition for students who receive special education and English language services

2023· article· en· W4321205402 on OpenAlexfundno aff
Audrey A. Trainor, Lindsay Romano, Gracy Sarkissian, Lynn Newman

Bibliographic record

VenueJournal of Vocational Rehabilitation · 2023
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
FundersInstitute of Education SciencesYork UniversityU.S. Department of Education
KeywordsPandemicVocational educationPrecarityPsychologyPovertyTransition (genetics)Service (business)English-language learnerMedical educationCoronavirus disease 2019 (COVID-19)PedagogySociologyPolitical scienceMedicineMathematics educationBusinessEnglish languageGender studies

Abstract

fetched live from OpenAlex

BACKGROUND: School closures and service disruptions related to the COVID-19 pandemic significantly impacted students’ postschool transitions. Students with disabilities who were also members of historically marginalized groups including immigrant students, multilingual students, students of color, and those experiencing poverty, were disproportionately negatively impacted by pandemic-limited services. OBJECTIVE: This paper examined the impact of the pandemic on the transition experiences of secondary students receiving both special education and English learner services. METHOD: We collected and analyzed data from ethnographic interviews with 26 students, their parents, and teachers. A close analysis of a representative case illustrates how transition education and planning were affected by challenges introduced by the COVID-19 pandemic for some of the nation’s most vulnerable students. RESULTS: Despite postsecondary education goals and high parent expectations, evidence of minimal information sharing between school and family, specific plans for goal actualization, and interruptions to service delivery negatively impacted goal attainment, tipping precariously positioned transition plans toward missed opportunities. CONCLUSION: The pandemic accentuated pre-existing inequities in transition and vocational rehabilitation (VR) services. Implications for practice and research are discussed, including the importance of supported family engagement, enhanced self-determination skills, and integrated VR services into high school special education programming.

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0110.005
Scholarly communication0.0050.003
Open science0.0010.011
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.038
GPT teacher head0.445
Teacher spread0.407 · 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 designQualitative
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 routes1
Has abstractyes

Explore more

Same venueJournal of Vocational RehabilitationSame topicFamily and Disability Support ResearchFrench-language works237,207