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Record W7106540919 · doi:10.5281/zenodo.17700895

Elektrifikasi Desa Kabetan, Kec. Ogodeide, Kab. Tolitoli, Prov. Sulawesi Tengah

2025· article· W7106540919 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Language
FieldEnvironmental Science
TopicCoastal Management and Development
Canadian institutionsnot available
Fundersnot available
KeywordsGreenhouseQuarter (Canadian coin)Population

Abstract

fetched live from OpenAlex

Poster ini menampilkan program Pengabdian kepada Masyarakat (PKM) tahap pertama di Desa Kabetan, Kecamatan Ogodeide, Kabupaten Tolitoli, Sulawesi Tengah. Desa dengan 277 KK ini menghadapi keterbatasan listrik dan distribusi air bersih, yang berdampak pada kualitas pendidikan dan keamanan lingkungan. Program ini mengimplementasikan solusi energi bersih berupa pemasangan pembangkit listrik tenaga surya (PLTS) 300 Wp untuk pompa air agar distribusi berlangsung 24 jam, pemasangan 10 titik lampu penerangan jalan tenaga surya, serta penyediaan genset inverter hemat bahan bakar untuk mendukung pembelajaran di PAUD, SD, dan SMP. Inisiatif ini mendukung SDGs 7 (Energi Bersih), SDGs 6 (Air Bersih), dan SDGs 4 (Pendidikan Berkualitas), dengan dampak nyata berupa ketersediaan air bersih sepanjang hari, lingkungan yang lebih aman, dan peningkatan kualitas pendidikan. Kata kunci: elektrifikasi, energi bersih, pembangkit listrik tenaga surya, air bersih, pendidikan berkualitas, PKM, Desa Kabetan.

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)0.002
metaresearch head score (Gemma)0.001
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: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.908
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0050.001
Scholarly communication0.0020.001
Open science0.0030.008
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0580.035

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 head0.019
GPT teacher head0.230
Teacher spread0.211 · 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