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Into the Void: Teachers’ Experiences with Student Well-Being, Program (in)Consistency, and Communication at International Schools

2024· book-chapter· en· W4404572541 on OpenAlexaff
Rebecca Stroud, Shamiga Arumuhathas

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsWestern UniversityQueen's University
Fundersnot available
KeywordsConsistency (knowledge bases)Void (composites)PsychologyMathematics educationPedagogyComputer scienceMaterials scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract The international education sector has seen significant growth, offering K-12 schooling options beyond national borders. However, this expansion presents equity challenges, with limited data available to assess their extent. International schools, predominantly English-medium K-12 institutions following externally set curricula, play a central role in this landscape. Our study examines unintended consequences of policy and practice within international schools, particularly regarding student well-being. Despite efforts to promote global citizenship by transnational organizational actors, oversight and gaps in inclusion can create adverse conditions for vulnerable students, identified by their mental or emotional fragility or concerns of neglect or abuse. As an acculturation study, participants were delimited to expatriate teachers counselors, and school leaders in international schools, who are known as sojourners, and who encounter diverse policies and pedagogies, forming a complex “policyscape” environment. While this offers opportunities for innovation, it also poses challenges, especially in supporting students’ cultural and mental health needs. This study identifies four policyscape manifestations, including challenges in supporting students with mental health issues and special needs. Teachers faced greater stress and limited agency compared to school leaders, who benefited from structural support and resources. Policyscape implications on student well-being underscore the urgency of addressing these challenges in line with global education goals for inclusivity and quality education for all.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.595
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.019
GPT teacher head0.351
Teacher spread0.332 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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