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Record W2371188228

Organizational Mode Selection of Vegetable Logistics Based on AHP

2012· article· en· W2371188228 on OpenAlexaff
Tong Li

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Supply Chain Traceability
Canadian institutionsCAE (Canada)
Fundersnot available
KeywordsAnalytic hierarchy processBusinessAgricultureDilemmaConsumption (sociology)ChinaEnvironmental economicsMarketingIndustrial organizationEconomics
DOInot available

Abstract

fetched live from OpenAlex

Vegetables,huge in both demand and supply,is one of the most common agricultural products in residents' daily consumption.With the continuous development of the logistics industry of agricultural products in China,logistics operation main body gradually increased,which has produced different vegetable logistics organization models.This article,in view of the current situation of vegetable logistics,has assessed the current patterns of vegetable logistics with analytic hierarchy process according to the influence factors of vegetable logistics,for example: natural property,economic value,technical and logistics facilities,policy etc.Finally the analysis has selected the most superior pattern.It is the model of agricultural cooperative and the third party logistics enterprise and supermarket and consumers.This paper concluded that the agricultural super docking is the trend of vegetable logistics.It provides referential suggestions for the development and improvement of vegetable logistics system to help resolve the dilemma between cheap food hurt farmers and expensive food hurt consumers.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0020.000

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 head0.021
GPT teacher head0.223
Teacher spread0.203 · 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
Published2012
Admission routes1
Has abstractyes

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