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Record W7133130011 · doi:10.33019/tyfxv218

<b>Pemanfaatan Lahan Bekas Tambang Menjadi Pariwisata </b><b>d</b><b>i Kawasan Benteng Kutopanji Kecamatan Belinyu</b><b> </b>

2025· article· W7133130011 on OpenAlex
Farisa Pebriyani, Fahri Setiawan

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

VenueZoning · 2025
Typearticle
Language
FieldEngineering
TopicWetland Management and Conservation
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsLand useSustainability

Abstract

fetched live from OpenAlex

Penelitian ini membahas pemanfaatan lahan bekas tambang di kawasan Benteng Kuto Panji, Kecamatan Belinyu, Kabupaten Bangka, sebagai upaya transformasi pascatambang menuju kawasan wisata berkelanjutan. Aktivitas pertambangan timah telah meninggalkan lahan terdegradasi, sehingga diperlukan rehabilitasi berbasis lingkungan dan sosial. Metode yang digunakan adalah observasi lapangan, survei masyarakat, dan analisis deskriptif kualitatif untuk mengidentifikasi potensi, bentuk pemanfaatan lahan, serta dampak sosial-ekonomi kawasan. Hasil penelitian menunjukkan bahwa pemanfaatan lahan bekas tambang menjadi wisata air, sejarah, dan edukasi memberikan manfaat ekologis melalui penghijauan dan konservasi air, serta manfaat ekonomi berupa peningkatan pendapatan dan penguatan UMKM lokal. Pengelolaan dilakukan secara kolaboratif antara pemerintah daerah, Yayasan Panji Mulia, dan masyarakat sesuai prinsip community-based tourism. Strategi pengembangan meliputi revitalisasi ekologis, pemberdayaan ekonomi lokal, serta promosi wisata terpadu sesuai arah RIPPARDA Kabupaten Bangka 2019-2025 dan RTRW 2024-2044. Kawasan ini diharapkan menjadi contoh pengelolaan pascatambang yang seimbang antara aspek lingkungan, sosial, dan ekonomi.

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)0.009
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.561
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.003
Meta-epidemiology (narrow)0.0100.012
Meta-epidemiology (broad)0.0090.004
Bibliometrics0.0070.011
Science and technology studies0.0070.002
Scholarly communication0.0060.008
Open science0.0100.007
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0040.004

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 head0.013
GPT teacher head0.222
Teacher spread0.209 · 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