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Record W7163340302 · doi:10.3126/jfl.v24i1.72014

Cultural Dimension of Community Based Forest Enterprise in Nepal: A Case of Handmade Paper Enterprise in Eastern Hill of Nepal

2025· article· W7163340302 on OpenAlexfundno aff
Jailab Kumar Rai

Bibliographic record

VenueJournal of Forest and Livelihood · 2025
Typearticle
Language
FieldSocial Sciences
TopicSociopolitical Dynamics in Nepal
Canadian institutionsnot available
FundersNagao Natural Environment FoundationTribhuvan UniversityFederation for the Humanities and Social Sciences
KeywordsBureaucracyEthnographyIndigenousNeoliberalism (international relations)PhenomenonDimension (graph theory)Hofstede's cultural dimensions theory

Abstract

fetched live from OpenAlex

The economic potential of forest-based enterprise has remained an important issue of policy and academic studies and debates in Nepal. However, there is limited or no attention on cultural dimensions. This paper explores the cultural dimensions by focusing on the complementarities and/or contradictions between the culture of people and forest-based enterprise interventions. This paper, based on an ethnographic study of a handmade paper enterprise (between 2015 and 2019 in Sawa village in Tyamke-Mayum Rural Municipality in Bhojpur district in the eastern hill of Nepal), has attempted to discuss the interface between the cultural attributes of Rai people as amoral economy and the techno-bureaucratic processes of the community-based forest enterprise (CBFE) as a part of the global phenomenon of the neoliberal economy. The paper argues that the establishment and functioning of CBFEs in remote village is not only a socio-political process of expansion of state’s bureaucratic controls; but this processes, as a part and parcel of the expansions of neoliberal economic institutions and ideas, have also been displacing and/or destroying the indigenous way of local economy. The paper suggests that there is a need of further studies and evidence-based policy debates about the significance of integrating the indigenous way of the local economy and neoliberal economic institutions and ideas in new Nepal.

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 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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.127
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.002
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.018
GPT teacher head0.318
Teacher spread0.301 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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