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Record W7124707819 · doi:10.60126/maras.v3i4.1279

Analisis Tipologi Modal Sosial Dalam Praktek Barifola di Pulau Ternate

2025· article· W7124707819 on OpenAlexaff
Dedi Buamona, Ismu Rini Dwi Ari, Surjono Surjono

Bibliographic record

VenueMARAS Jurnal Penelitian Multidisiplin · 2025
Typearticle
Language
FieldSocial Sciences
TopicPublic Administration in Developing Nations
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsModalProcess (computing)

Abstract

fetched live from OpenAlex

Kota Ternate menghadapi permasalahan rumah tidak layak huni, dengan 211 unit rumah tidak layak huni yang tersebar di beberapa kecamatan di Pulau Ternate. Pada tahun 2025, Pemerintah Daerah akan mengelola 10 unit rumah tidak layak huni. Keterbatasan anggaran menjadi salah satu kendala yang dihadapi dalam upaya penyelesaian rumah tidak layak huni. Kehadiran Barifola sebagai inisiatif renovasi rumah berbasis masyarakat berbasis kearifan lokal. Barifola tidak hanya memberikan alternatif solusi untuk mengatasi permasalahan perumahan tetapi juga mencerminkan kekuatan modal sosial yang dimiliki oleh masyarakat Ternate. Penelitian ini bertujuan untuk menganalisis tipologi modal sosial dalam praktik Barifola melalui pendekatan Analisis Jaringan Sosial untuk memahami pola partisipasi masyarakat di setiap tahapan kegiatan: perencanaan, pelaksanaan, dan evaluasi. Metode ini menggunakan tiga indikator utama: tingkat partisipasi, kepadatan, dan sentralitas. Hasil penelitian menunjukkan bahwa partisipasi masyarakat paling tinggi pada tahap pelaksanaan, sedangkan tahap perencanaan dan evaluasi menunjukkan partisipasi yang lebih rendah. Ikatan sosial pada tahap perencanaan dan pelaksanaan relatif kuat, tetapi cenderung melemah pada tahap evaluasi. Selain itu, tidak ditemukan adanya aktor sentral dalam jaringan sosial komunitas, sehingga dikategorikan sebagai modal sosial yang menjembatani. Temuan ini menggarisbawahi pentingnya penguatan modal sosial di setiap tahapan program berbasis komunitas.

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)0.003
metaresearch head score (Gemma)0.004
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 score0.012
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0120.002

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 head0.356
Teacher spread0.335 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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Same venueMARAS Jurnal Penelitian MultidisiplinSame topicPublic Administration in Developing NationsFrench-language works237,207