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Record W4408139547 · doi:10.29313/bcsurp.v5i1.17930

Pengegmbangan Jalur Evakuasi Hutan Pinus Rahong, Kecamatan Pengalengan, Kabupaten Bandung

2025· article· en· W4408139547 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

VenueBandung Conference Series Urban & Regional Planning · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicForest Ecology and Conservation
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsForestryGeography

Abstract

fetched live from OpenAlex

Abstract. Development of evacuation routes in the Rahong pine forest tourist spot, Pengalengan sub-district, Bandung regency. The writing of this thesis has a direction in developing evacuation routes in the Rahong Pengalengan pine forest, the purpose of this study is to develop existing evacuation routes so that they are not just formalities. With the method used in the study, namely Network analysis. The data used are primary data obtained from surveys and interviews with the community and visitors and secondary data obtained from national and international journals. The results of this study are to show that the development of evacuation routes is made to facilitate evacuation in disaster situations and improve visitor safety and reduce the risk of disaster. Abstrak. Pengembangan jalur evakuasi pada tempat wisata hutan pinus rahong, kecamatan pengalengan, kabupaten bandung. Penulisan skripsi ini mempunyai arah dalam mengembangan jalur evakuasi pada hutan pinus rahong pengalengan, tujuan dari penelitian ini untuk mengembangan jalur evakuasi yang telah ada sehingga tidak hanya sebagai formalitas aja. Dengan metode yang digunakan dalam penelitian yaitu analisis Jaringan. Data yang digunakan berupa data primer yang diperoleh dari survey dan wawancara dengan masyarakat dan pengunjung serta sekunder yang diperoleh dari jurnal nasional maupun internasional. Hasil penelitian ini untuk menunjukan bahwa pengembangan jalur evakuasi dibuat agar mempermudah dalam melakukan evakuasi dalam situasi bencana dan meningkatkan keselamatan pengunjung dan mengurangi risiko dari bencana.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.146
Threshold uncertainty score0.775

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
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 head0.033
GPT teacher head0.241
Teacher spread0.208 · 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