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Record W7005761838

The Role of the Principal in Supporting Learning for Students in High-Poverty Elementary Schools

2022· article· en· W7005761838 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship@Western (Western University) · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicNuclear Structure and Function
Canadian institutionsnot available
Fundersnot available
KeywordsPrincipal (computer security)Variety (cybernetics)PovertyPlan (archaeology)Work (physics)Exploratory researchProfessional development
DOInot available

Abstract

fetched live from OpenAlex

Students enter the school systems with a variety of needs and experiences, each unique to themselves. Unfortunately, many students and their families experience the effects of poverty, and these circumstances shape those school students’ unique needs. As the current times become more challenging, principals and teachers are faced with great demands to meet the needs of the students they serve. High-poverty schools need the expertise of successful principals who are aware of and acknowledge the impact of poverty on student learning; and are able to assist teachers to not only understand the impact poverty has on students’ social and academic learning but to provide supports to help students become successful learners. This hybrid thesis model used an exploratory case study and elements of an Organization Improvement Plan to examine how successful principals can assist teachers in high-poverty elementary schools understand the impact of poverty on student learning? And, how can they assist teachers in enhancing their teaching practices to improve student learning? Semi-structured interviews were conducted with two elementary school principals and 16 elementary school teachers in one Ontario School Board. The research findings provided unique insights into the work being done by successful principals and teachers striving to move high-poverty schools to high-performing schools. The analysis of the findings led to future recommendations being provided to the school board for their utilization in school improvement planning in service to students, teachers, and principals.\nKeywords: poverty, essential needs, lived experiences, relationships, successful principals, teachers, professional development

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)0.007
metaresearch head score (Gemma)0.008
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 score0.017
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0170.009
Scholarly communication0.0080.004
Open science0.0010.008
Research integrity0.0010.003
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 head0.020
GPT teacher head0.292
Teacher spread0.272 · 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
Published2022
Admission routes1
Has abstractyes

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