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Record W4405920204 · doi:10.5339/difi.2024.3

Toward a conceptual framework for policy implementation inquiry: A multi-perspective approach

2024· article· en· W4405920204 on OpenAlexaff
Ahlam Ayoub

Bibliographic record

VenueDoha International Family Institute Journal · 2024
Typearticle
Languageen
FieldDecision Sciences
TopicEvaluation and Performance Assessment
Canadian institutionsWestern University
Fundersnot available
KeywordsPerspective (graphical)Conceptual frameworkComputer scienceManagement scienceSociologyEngineeringArtificial intelligenceSocial science

Abstract

fetched live from OpenAlex

This article presents a theoretical framework with analytical models for examining policy implementation. It combines a multi-perspective framework (rational and critical) to explore the rationality, dynamism, and complexity of the policy process. Public policy is designed to achieve specific goals, but its implementation must also address the evolving and conflicting interests of various stakeholders, which requires a critical approach. This approach helps in understanding the implementation process as a series of complex, interrelated actions and events. Therefore, this article presents research that uses a case study methodology with analytical models, allowing the researchers to collect and analyze data. The analytical models enabled them to examine variables and factors such as policy delivery structure, communication mechanisms, and environmental factors. For example, socioeconomic and political factors impacted and hindered the implementation process. In summary, this article highlights the significance of conducting research that uses a multi-perspective approach across various contexts and regions to analyze the process of education policy implementation.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.879
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0020.002
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 head0.487
GPT teacher head0.599
Teacher spread0.112 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreMethods

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 routes1
Has abstractyes

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