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Record W7131680692 · doi:10.33701/jiwbp.v15i2.5585

PROCESS DIMENSION ANALYSIS ON THE SUCCESS OF CHILD MARRIAGE PREVENTION POLICY

2025· article· W7131680692 on OpenAlexfundno aff
AHMAD YUSRONI, Khairur Raziqin, Muhammad Dzul Fadli

Bibliographic record

VenueJurnal Ilmiah Wahana Bhakti Praja · 2025
Typearticle
Language
FieldSocial Sciences
TopicPublic Administration in Developing Nations
Canadian institutionsnot available
FundersAustralian GovernmentQueen's UniversityMcGill University
KeywordsGovernment (linguistics)WelfareQualitative researchPublic policyPolicy analysisProcess (computing)Family planning policy

Abstract

fetched live from OpenAlex

Children are the foundation of a nation's human resources, an important issue affecting child welfare is child marriage. The East Java Provincial Government issued a policy in the form of a Governor's Circular Letter (SE) on the prevention of child marriage, Malang Regency as an area with a high marriage rate in East Java followed up on the SE. After three years, the efforts made have succeeded in reducing the number of child marriages in Malang District each year. This article analyzes the follow-up process of the child marriage prevention policy in Malang District using a descriptive qualitative research method, case study research type with Allan McConnell's Policy Success theory as the analytical knife. This article explores the success of the child marriage prevention policy from the process dimension, as well as the level of success using the degree of policy success/failure. The results showed the success of the policy in the process dimension, firstly maintaining policy objectives / instruments, all SE Child Marriage Prevention objectives were maintained with several derivative policies, although there was one policy instrument related to the budget that was not fully maintained. The level of success is included in Resilient Success. Second, ensuring policy legitimacy, where the entire SE follow-up process is legitimized by all parties, so the success level is included in Success. Third, building a sustainable coalition, the Malang District Government built a sustainable coalition to overcome the problem of child marriage through the policies made. The success rate is also included in Success.

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)0.034
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.034
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0040.004
Science and technology studies0.0040.003
Scholarly communication0.0080.004
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.021
GPT teacher head0.377
Teacher spread0.356 · 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
Published2025
Admission routes1
Has abstractyes

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