MétaCan
Menu
Back to cohort
Record W4399978976 · doi:10.35718/compact.v3i1.1127

Arahan Peningkatan Kenyaman Taman Venus Sebagai Ruang Terbuka Hijau Publik Kota Sangatta

2024· article· id· W4399978976 on OpenAlexaff
Marella Hikmatyara Arifin, Dwinsani Pratiwi Astha, Umar Mustofa, Andi Sahputra Depari

Bibliographic record

VenueCOMPACT Spatial Development Journal · 2024
Typearticle
Languageid
FieldArts and Humanities
TopicArchitectural and Urban Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsBusiness

Abstract

fetched live from OpenAlex

Taman yang nyaman dapat terwujud dengan memperhatikan aspek sirkulasi, aroma, bentuk, keamanan, kebersihan dan keindahan. Tujuan yang ingin dicapai dalam penelitian ini adalah memberikan arahan peningkatan kenyamanan Taman Venus. Analisis deskriptif komparatif merupakan metode yang digunakan dalam merumuskan arahan peningkatan kenyamanan taman dengan cara membandingkan hasil analisis dengan studi literatur dan kebijakan yang ada. Output yang didapatkan ialah peningkatan kenyamanan pada sirkulasi dengan pelebaran area pejalan kaki dan penataan area parkir kendaraan, variabel aroma dengan penanaman perdu pada area sekitar pembuangan sampah, variabel bentuk dengan kursi dari bahan anti korosi serta penambahan mushola, variabel keamanan dengan penambahan CCTV dan lampu pedestrian, variabel kebersihan dengan pengelolaan pembuangan sampah, variabel keindahan dengan meredesain lampu dan kursi taman dengan ukiran batik serta penanaman perdu pada area yang mengalami kekeringan, pengelolaan kebersihan kolam ikan dan air mancur.

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 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)0.001
metaresearch head score (Gemma)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.420
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0040.000
Scholarly communication0.0040.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0070.002

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 head0.037
GPT teacher head0.253
Teacher spread0.215 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueCOMPACT Spatial Development JournalSame topicArchitectural and Urban StudiesFrench-language works237,207