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Record W2736201289 · doi:10.23917/warta.v19i3.2799

PENINGKATAN PENDAPATAN UKM MELALUI PENGUASAAN TEKNOLOGI PAKAN LELE DAN PEMANFAATAN LIMBAH LOKAL DESA JATISARI KECAMATAN JATISRONO, KABUPATEN WONOGIRI

2017· article· en· W2736201289 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

VenueWarta LPM · 2017
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood and Agricultural Sciences
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsCatfishAgricultural scienceBusinessIBMBusiness planFish <Actinopterygii>Operations managementBenefit–cost ratioProduction (economics)MarketingEngineeringEnvironmental scienceEconomicsFisheryBiology

Abstract

fetched live from OpenAlex

IbM activities carried out in the village Jatisari, local village government has formed groups of fish farmers, but due to constraints in the high feed costs, the number of farmers began to decrease from 20 to less than 5 people catfish farmers. Constraints, high feed costs caused by dependence on the feed manufacturers and fish farmers group is limited knowledge about the creation of alternative feed. Limitations in managing the business also experienced group of fish farmers, especially in production planning and financial of the business, through the program IbM, expected these problems can be finished.The IbM program consist of:(1)business management training (business plan), (2) training of feed manufacturing catfish with the use of local waste and can be as alternative feed, (3) training on mastery of engine technology prill fish pellets simple and integrated with dryers that can be used as an alternative to the rainy season. Outcomes of this program can be formed business group catfish farmers are independent, able to manage the business properly, can make alternative feed and capable of implementing the technology.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.654
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0030.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.031
GPT teacher head0.241
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