MétaCan
Menu
Back to cohort
Record W4392241412 · doi:10.18280/ijsdp.190209

Agrotourism Development Efforts in Bangelan Village Based on Assessment Community Readiness Level

2024· article· en· W4392241412 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.

venuePublished in a venue whose home country is Canada.
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

VenueInternational Journal of Sustainable Development and Planning · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicLocal Economic Development and Planning
Canadian institutionsnot available
FundersUniversitas Brawijaya
KeywordsEnvironmental planningEnvironmental resource managementCommunity developmentRural developmentGeographyBusinessEconomic growthEnvironmental scienceEconomicsArchaeologyAgriculture

Abstract

fetched live from OpenAlex

Assessment of community readiness is an important step in developing actions that can be taken in the future.This research aims to identify the readiness of the Bangelan Village community for the development of the Bangelan Agro Tourism Village.condition of community readiness was analyzed qualitatively, and the score assessment of the level of community readiness was analyzed using the 2014 Tri-Ethnic Center Community Readiness Model, which uses five variables, namely community knowledge, leadership, community conditions, community knowledge about problems, and problem-solving resources.The analysis results show that Bangelan Village is on the 6th ladder of "initiation", which means that community members know about local efforts; leadership plays a vital role in planning, developing, and/or implementing new efforts, modifications, or improvements, and attitudes in the community.Based on this readiness, efforts to develop it include carrying out socialization and training, improving facilities and infrastructure, clarifying the institutional framework, and increasing the creativity of leaders.

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)0.005
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.599
Threshold uncertainty score0.690

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.041
GPT teacher head0.329
Teacher spread0.289 · 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