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Record W1480126678 · doi:10.29313/mimbar.v28i2.354

Diseminasi Model Pemberdayaan Masyarakat Desa melalui Pengelolaan Agrowisata

2012· article· en· W1480126678 on OpenAlexaff
Imam Santosa, Rawuh Edy Priyono

Bibliographic record

VenueMIMBAR Jurnal Sosial dan Pembangunan · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicSMEs Development and Digital Marketing
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsEmpowermentPovertyAgricultureMeaning (existential)Rural areaUnemploymentResource (disambiguation)SociologyBusinessEconomic growthGeographySocioeconomicsPublic relationsPolitical sciencePsychologyEconomics

Abstract

Diversion of agricultural land to agrotourism areas urge the villagers into a trap landless and unemployment, which in turn have an impact on sustained poverty. Therefore, this study aims to examine sosial relations in the dissemination model of empowering rural communities through local resource management of agrotourism. The research location is set intentionally in the four areas into the development of agrotourism in the central region Banyumas and Purbalingga. The research method used survey with qualitative and quantitative approach. The research’s results showed there was a variety of external and internal issues that hinder the dissemination of sosial relationships communicative empowerment model. However, the villagers have attempted to solve the obstacles according to the capability of local resources. Sosial relations have a significant meaning in the process of dissemination on rural community empowerment model through agrotourism management.

Stored with the screening record, where it is evidence for the labels above.

How this classification was reachedexpand

The three-model screen

all 5,600 screened works →

All three models called this out of scope.

stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: high

Survey of rural community empowerment through agrotourism management; a development studies question.

GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high

The work studies rural-community empowerment through agrotourism management.

Grok 4.5OUT
genre: empirical
about Canada: no
confidence: high

Rural community empowerment via agrotourism management; development studies, not metaresearch.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.014
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.002
Scholarly communication0.0040.003
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0140.002

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 head0.029
GPT teacher head0.294
Teacher spread0.265 · 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 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

Citations5
Published2012
Admission routes1
Has abstractyes

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