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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.796
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.016
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0000.001
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 head0.021
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