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Record W3007538614 · doi:10.5430/wje.v10n1p81

Implementation of Differentiated Instruction in Middle School Classrooms: A Qualitative Study

2020· article· en· W3007538614 on OpenAlexvenueno aff
LaToya Keyona Benjamin, Sunddip Panesar-Aguilar

Bibliographic record

VenueWorld Journal of Education · 2020
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPasture and Agricultural Systems
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)PsychologyThematic analysisFidelityMathematics educationQualitative researchSpecial educationMainstreamingProfessional developmentPedagogyDifferentiated instructionMultimethodologySpecial needsFaculty developmentSociologyComputer science

Abstract

fetched live from OpenAlex

Despite research on the benefits of implementing Differentiated Instruction (DI) practices within an inclusive classroom, many teachers do not utilize the practice regularly. An instrumental case study that included teachers from 1 middle school in a rural school district in a southeastern state was used as the qualitative research design in this study. The purpose was to explore rural middle school teachers’ experiences and challenges with incorporating the components of DI to support special education students in inclusion classrooms. Tomlinson’s model of DI as it relates to teachers providing responsive instruction to meet the needs of each of their students regardless of their ability was used as the conceptual framework. A purposeful sample of 10 middle school teachers Grades 6–8 from various content areas in the school participated in interviews, observations, and submitted documents for review. Data were coded and thematic relationships and patterns related to the DI framework emerged. Themes included concerns regarding teachers’ lack of knowledge and professional development for fidelity of implementation of DI with special needs students, insufficient resources to support implementation of DI, and concerns with class size and accommodation of DI needs of all students within an inclusion-based classroom. Based on the results, the research may contribute to positive social change by helping middle school teachers use the components of DI in their inclusion-based classes and by providing instructional support to enhance learning and increase academic success for special education students.

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)0.018
metaresearch head score (Gemma)0.019
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 score0.018
Threshold uncertainty score0.096

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.003
Science and technology studies0.0140.010
Scholarly communication0.0050.005
Open science0.0030.006
Research integrity0.0030.003
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 head0.049
GPT teacher head0.325
Teacher spread0.276 · 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

Citations7
Published2020
Admission routes1
Has abstractyes

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