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Record W4393218773 · doi:10.37119/ojs2024.v29i1.738

Direct/Explicit Instruction and Social Constructivist Practices in The Inclusive Classroom

2024· article· en· W4393218773 on OpenAlexaffvenue
Avery Matthews

Bibliographic record

Venuein education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCollaborative Teaching and Inclusion
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsSocial constructivismConstructivist teaching methodsPedagogyMathematics educationPsychologySociologyTeaching method

Abstract

fetched live from OpenAlex

Effective educational practices play an instrumental role in student success. In the context of an inclusive classroom, it is crucial that educators use evidence-based practices to ensure all students to meet educational outcomes. This review focuses on two evidence-based pedagogies, namely direct/explicit instruction (DI/EI) and social constructive approaches, and their effects on the inclusive classroom. Special consideration is given to cooperative learning and concrete implementation guidelines are explored. Lastly, the complimentary effects of combining DI/EI and social constructivist practices are investigated to advance the argument for using a variety of evidenced-based practices within the inclusive classroom. Keywords: Inclusive education, direct instruction, explicit instruction, socialconstructivism.

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)0.011
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0010.014
Scholarly communication0.0060.005
Open science0.0020.006
Research integrity0.0020.004
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 head0.022
GPT teacher head0.387
Teacher spread0.365 · 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 designObservational
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

Citations1
Published2024
Admission routes2
Has abstractyes

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