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Record W4308017139 · doi:10.1177/10526846221133997

Perspectives of School Leaders on Supporting Learners With Special Education Needs During the COVID-19 Pandemic: An Ethic of Care Analysis

2022· article· en· W4308017139 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of School Leadership · 2022
Typearticle
Languageen
FieldPsychology
TopicResilience and Mental Health
Canadian institutionsWilfrid Laurier University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologyPandemicWork ethicWork (physics)Special needsPedagogyCoronavirus disease 2019 (COVID-19)Medical educationSociologyMedicine

Abstract

fetched live from OpenAlex

The ethic of care is a moral philosophy that has been used to describe and guide the work of educators, especially those working with students with special education needs (SEN). In this study, 36 principals and vice principals from four provinces in Canada were interviewed about their work with students with SEN during the pandemic. Responses were analyzed using the ethic of care framework. Accordingly, responses indicated that principals were particularly aware of, and responsive towards, the wide range of need experienced by students, their families, and school staff. Principals appeared especially concerned about the social needs of their students with SEN, the emotional support needs of the students' families, and the teachers' distress at not being able to meet all the educational needs of their students. Although most principals described the emotional toll of their work during the pandemic, none identified efforts directed towards self-care. This paper considers these findings in regard to motivational displacement as it relates to an ethic of care and calls for a broader consideration of need within education, such that support is extended to students, school staff and school leaders as the most effective means to foster healthy, future-ready schools. Key words: pandemic, principal, inclusive education, ethic of care, mental health.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.596
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.157
GPT teacher head0.447
Teacher spread0.289 · 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