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Record W1822230140 · doi:10.22500/sodality.v3i2.5866

Struktur Nafkah Rumahtangga Petani Transmigran : Studi Sosio-Ekonomi di Tiga Kampung di Distrik Masni Kabupaten Manokwari

2009· article· en· W1822230140 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

VenueSodality Jurnal Sosiologi Pedesaan · 2009
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgricultural Development and Management
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsLivelihoodWelfareEconomic welfareSocioeconomicsPovertyAgricultureGovernment (linguistics)Household incomeGeographyAgricultural economicsEconomicsEconomic growthMarket economy

Abstract

fetched live from OpenAlex

Among the primary objectives of transmigration program are to increase the economic status of transmigrant farm-households and enhancing rural infrastructures of the local region. To see wether such objective is attainable, a study of transmigrant farm households has been conducted in West Papua. The study attempts: (1) to know whether there is any relation between the socio-cultural/ethnical background of the transmigrant farm-household with the achievement of welfare status, (2) to analyze factors influencing to the income level of transmigrant farm-households, and (3) to understand how the farm households enhance the degree of economic status by building numerous livelihood strategies. The methods as used in the analysis are: (1) income level analysis of the households, (2) gini-ratio analysis, and (3) descriptive analysis. The results of this study are: socio-cultural (ethnical) setting of transmigrant has a substantial influence to the achievement of welfare level. Javanese transmigrant showed a much higher income achievement due to their strong engagement in the non-farm economy, as compared to Papuanese transmigrant farm-households. The non-farm economy provides a strong basis for economic growth at household level. However, the growth of non-farm economy unexpectedly caused an increasing tendency of income disparity among different farm household strata. Since non-farm economy shares a positive contribution for regional economic growth, the study concludes, that the government needs to take seriously this economic sector into account when regional development needs to be well-accomplished in West Papua.

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 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 score0.396
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
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.019
GPT teacher head0.215
Teacher spread0.196 · 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