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Record W2590906973 · doi:10.22500/sodality.v3i2.11337

KESESUAIAN SOSIAL EKONOMIPERLINDUNGAN LAHAN PERTANIAN PANGAN BERKELANJUTAN DI KABUPATEN KUNINGAN

2016· article· en· W2590906973 on OpenAlex
Danang Pramudita, Arya Hadi Dharmawan, Baba Barus

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

VenueSodality Jurnal Sosiologi Pedesaan · 2016
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgricultural Development and Management
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsSocioeconomic statusAgricultureGovernment (linguistics)BusinessFood securityGeographyAgricultural economicsAgricultural scienceAgricultural landSocioeconomicsEconomicsPopulation

Abstract

fetched live from OpenAlex

Economic development in Indonesia since 1980s is dealing with conversion of agricultural land to industry, housing, and other sector in city and its periphery. Land conversion have a great impact to food production rather than the impact from technical problem (drought and pest problem). Government need to preserve agricultural land in order to maintain food production. Thus government made a mandatory approach byissued Law No. 41 year 2009. The aim of this research are to identify an actual socioeconomic characteristics in the area of land preservation program (LP2B) in Kuningan Regency, to identify farmers perception on LP2B and to analyze socioeconomic suitability in the areaof LP2B program. Data were analyzed by descriptive statistics and likert scale. Based on the result, there are nine socioeconomic indicator on land preservation program (LP2B) in Kuningan Regency, namely; land conversion rate, food balance, disparity between farm and non-farm income, agriculture households, agriculture labor, farmers’ groups, spatial planning policies and farmers perceptions. Farmers have a positive perception on LP2B program. Land preservation program (LP2B) priority should be donein Cilimus sub district due to low support of socio economic characteristic. Meanwhile Ciawigebang and Cibingbin sub district become a next priority of preservation.<br />Keyword : farmer’s perception, food security, land conversion, socioeconomic of LP2B

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.579
Threshold uncertainty score0.762

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.020
GPT teacher head0.204
Teacher spread0.184 · 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