MétaCan
Menu
Back to cohort
Record W4376616343 · doi:10.23960/snip.v3i1.391

Operasi dan Pemeliharaan Jaringan Irigasi Daerah Irigasi Adu Manis

2023· article· id· W4376616343 on OpenAlexaff
Agus Salim, Aleksander Purba, Dikpride Despa

Bibliographic record

VenueSeminar Nasional Insinyur Profesional (SNIP) · 2023
Typearticle
Languageid
FieldEnvironmental Science
TopicCoastal Management and Development
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsForestryGeography

Abstract

fetched live from OpenAlex

Kabupaten Ogan Komering Ulu Timur sebagai salah satu daerah otonom hasil pemekaran mempunyai fungsi strategis sebagai daerah transit, karena letaknya yang merupakan simpul arus transportasi yang menghubungkan beberapa daerah seperti berbatasan dengan provinsi lampung, Kabupaten Ogan Komering Ulu Selatan, Kabupaten Ogan Komering Ulu, Kabupaten Ogan Komering Ilir serta dilewati oleh jalur lintas tengah Sumatera. Berdasarkan fungsi dan letak tersebut, maka laju perkembangan dan pertumbuhan ekonomi Kabupaten Ogan Komering Ulu Timur cukup cepat. Kabupaten Ogan Komering Ulu Timur mempunyai jaringan irigasi, baik yang di kelola oleh Pemerintah Kabupaten maupun Pemerintah Desa.. Sebagian besar kondisi Jaringan Irigasi tersebut belum memadai dan merupakan bangunan lama, sarana dan prasarana yang belum bisa menampung seluruh debit air yang harus dialirkan ke area persawahan milik warga. Oleh sebab itu, diadakanlah secara berkala program operasi dan pemeliharaan pada sistem jaringan irigasi.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.065
Threshold uncertainty score0.218

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0040.002
Scholarly communication0.0070.004
Open science0.0010.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0650.022

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 head0.025
GPT teacher head0.265
Teacher spread0.240 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueSeminar Nasional Insinyur Profesional (SNIP)Same topicCoastal Management and DevelopmentFrench-language works237,207