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Record W4412141107 · doi:10.31004/joecy.v5i2.1703

Kebijakan Penyediaan Air Minum Aman dan Layak 100 % di Kota Medan untuk Mewujudkan Medan untuk Semua

2025· article· id· W4412141107 on OpenAlexaff
Julfikri Masril

Bibliographic record

VenueJournal of Innovative and Creativity (Joecy) · 2025
Typearticle
Languageid
FieldEconomics, Econometrics and Finance
TopicEconomic Growth and Fiscal Policies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsMaterials science

Abstract

fetched live from OpenAlex

Penyediaan air minum yang aman, layak, dan berkelanjutan merupakan tantangan besar bagi kota-kota berkembang di Indonesia, termasuk Kota Medan. Meskipun target nasional sebesar 100% layanan air minum pada tahun 2030 telah dicanangkan, berbagai kendala struktural dan teknis masih menghambat pencapaiannya. Penelitian ini bertujuan untuk mengidentifikasi potensi sumber daya air baku alternatif, menganalisis tantangan tata kelola dan kebijakan, serta merumuskan strategi penguatan ketahanan penyediaan air di Kota Medan. Metodologi yang digunakan adalah pendekatan deskriptif kualitatif melalui telaah kebijakan, studi dokumen, wawancara pemangku kepentingan, dan skoring multi-kriteria berbasis efektivitas, efisiensi, dan dampak jangka panjang. Temuan utama menunjukkan bahwa Kota Medan masih sangat bergantung pada sumber air baku konvensional seperti Sungai Deli dan Belawan yang mengalami degradasi kualitas dan kuantitas. Potensi air alternatif seperti Sungai Bingei, air hujan, dan air limbah terolah belum dimanfaatkan secara optimal. Sementara itu, ketergantungan kelembagaan terhadap PDAM Tirtanadi sebagai BUMD provinsi menimbulkan kesenjangan koordinasi dan perencanaan di tingkat kota. Hasil evaluasi menunjukkan bahwa pembentukan mekanisme koordinasi lintas daerah untuk pengelolaan sumber air bersama merupakan pilihan kebijakan paling prioritas, diikuti oleh investasi teknologi air alternatif dan program efisiensi air di sektor konsumsi. Konsep-konsep seperti Integrated Urban Water Management (IUWM), Water Sensitive Urban Design (WSUD), dan prinsip Good Water Governance menjadi dasar strategis dalam perumusan rekomendasi. Penelitian ini merekomendasikan pembentukan forum lintas wilayah, peraturan wali kota tentang rencana induk sumber air alternatif, serta skema pembiayaan inovatif melalui KPBU dan dana iklim. Hasil kajian ini diharapkan menjadi referensi bagi pembuat kebijakan dalam merumuskan tata kelola air yang lebih integratif, adaptif, dan berkelanjutan di Kota Medan.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.147
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.022
GPT teacher head0.253
Teacher spread0.231 · 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 teacher head, not a consensus.

Study designObservational
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
Published2025
Admission routes1
Has abstractyes

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