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Record W3179409243 · doi:10.1080/15700763.2021.1879166

Investigating Teacher Professional Learning in a Context of Change: A Uae Case Study

2021· article· en· W3179409243 on OpenAlexaff
Mohamed Azaza, David Litz, Rida Blaik Hourani

Bibliographic record

VenueLeadership and Policy in Schools · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Education and Leadership Studies
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsAbu dhabiContext (archaeology)Professional developmentAgency (philosophy)Faculty developmentProfessional learning communityPedagogyPsychologyPolitical scienceSociologyPublic relationsMedical educationMedicine

Abstract

fetched live from OpenAlex

This case study examined teacher professional learning in the context of the Abu Dhabi New School Model educational reform initiative. Data were collected through semi-structured interviews that were conducted with teachers and school leaders. The study’s findings reveal a serious disconnect between formal policy, practice, and implementation as teachers lacked agency and many constraints prevented them from engaging in further professional learning opportunities. These constraints and challenges included a lack of organizational support, time, and choice in the school’s professional development programs. Recommendations and implications for policy and practice were drawn based on the findings.

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)0.006
metaresearch head score (Gemma)0.013
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 score0.024
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.013
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0240.009
Scholarly communication0.0070.005
Open science0.0020.007
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0040.001

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 head0.433
GPT teacher head0.482
Teacher spread0.049 · 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

Citations11
Published2021
Admission routes1
Has abstractyes

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