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Record W4320917006 · doi:10.18280/ijsdp.180135

Adoption of Mobile Internet and the Implication on Palm Oil Productivity: Case Study in Siak Regency

2023· article· en· W4320917006 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 · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicAgricultural and Environmental Management
Canadian institutionsnot available
FundersDirektorat Jenderal Pendidikan Tinggi
KeywordsPalm oilProductivityBusinessThe InternetAgricultural scienceComputer scienceEnvironmental scienceEconomicsEconomic growthWorld Wide Web

Abstract

fetched live from OpenAlex

The mobile internet has already become an important technology due to the higher internet users and the several benefits of the adoption.However, the investigation on the adoption of mobile internet and the exploration of the internet adoption on palm oil productivity is relatively rare.This study aims to determine the factors influencing mobile internet adoption and its implication on the productivity of palm oil farmers.There are two techniques used to achieve the aim of this study, namely logistic regression and linear multiple regression.This research involved 119 palm oil farmers in Siak Regency.The result is that palm oil farmers' adoption of mobile internet is determined by education, training size, ease of use, and productivity.The mobile internet adoption has not significantly affected the productivity of palm oil farmers.This research only limited in mobile internet usage due to the higher of trend in this technology.Therefore, the further research could be applied by using another technology related on internet access.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.217
Threshold uncertainty score0.127

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.020
GPT teacher head0.284
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