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Record W4378567016 · doi:10.36420/ju.v8i2.6249

PENDAMPINGAN LITERASI PEACEBUILDING DENGAN PENDEKATAN DAKWAH PERSUASIF PASCA KONFLIK SUKU DAYAK MADURA PADA KOMUNITAS MASYARAKAT PENGUNGSI SUKU MADURA

2023· article· en· W4378567016 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueUlumuna Jurnal Studi Keislaman · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Character Development
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsRefugeeIndonesianPeacebuildingOperationalizationPeaceful coexistenceSociologyPolitical scienceGender studiesPoliticsLawPhilosophyEpistemologyLinguistics

Abstract

fetched live from OpenAlex

Peace building literacy assistance to refugees of the Madurese conflict in Pamekasan Regency is an urgent step as a preventive measure for subsequent conflicts that continue to haunt Madurese refugees in Pamekasan. The refugees must obtain comprehensive knowledge about the diversity of the Republic of Indonesia through an approach that suits their characteristics, namely a persuasive da'wah approach as an effort to operationalize friendly Islamic teachings in a concrete form. This is because the refugees still have a high desire to return to Kalimantan someday. In fact, many of their family members had already returned to the island of Borneo to seek fortune as they had before the bloody events several decades ago which became a black record for the Indonesian nation. This mentoring activity uses a Word of Mouth approach, namely conveying messages by word of mouth as an individual approach and through "koloman" or halaqoh-halaqoh, namely group activities which have become a habit for Madurese people.
 Keywords: Peacebuilding Literacy, Word of Mouth dan “Koloman”

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.390
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0040.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.048
GPT teacher head0.344
Teacher spread0.296 · 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