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Record W2619330717 · doi:10.5539/sar.v6n3p26

Successful Organic Production Practices in the Southern Cone

2017· article· en· W2619330717 on OpenAlexvenueno aff
Cecilia Cespedes-Leon, Mónica Balzarini, Roberto Zoppolo, Hugo Alberto Zarza, Elsa Margarita Rodriguez, Nélida Granval, Ivan Amado Torrico

Bibliographic record

VenueSustainable Agriculture Research · 2017
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicOrganic Food and Agriculture
Canadian institutionsnot available
FundersInter-American Institute for Global Change Research
KeywordsOrganic farmingAgricultural scienceSustainabilityBusinessGross marginAgricultureCover cropProduction (economics)Organic productAgroforestryIntegrated pest managementSustainable agricultureSoil managementEnvironmental scienceProfitability indexAgronomyGeographyEconomicsBiology

Abstract

fetched live from OpenAlex

The growth of demand of organic products has increased the interest of growers all around the World. To reach a sustainable organic production system, growers have to go through a long and difficult process. Eighty-one successful organic production systems in the Southern Cone of America were evaluated regarding management practices, such as disease control, soil fertility, and biodiversity management. The aim of the study was to determine associations between production techniques, farmer training, experience in organic agriculture, yields obtained, and the contribution of organic production to the profitability of farmers. A multivariate analysis was performed to characterize the variability between systems, correlate the management variables and explain economic sustainability. The economic sustainability of farmers was highly correlated with self-production of fungicides and insecticides, use of permitted commercial fertilizers, organic matter application, the use of natural enemies, commercially permitted fungicides and insecticides and the implementation of preventive practices for disease management. Pest monitoring correlated significantly with farmer training and sustainable practices implementation. Farmer’s perception on the importance of crop diversity in organic production correlated with the importance of external inputs independence, green manure, cover crop, and the experience of farmers in organic production. Farmers who implemented more management practices had yield losses below 20% of total production and a gross margin of organic farming of more than 1.5 times the minimum wage of the country than farmers that implemented few or no management practices.

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)0.003
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.776
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.000
Scholarly communication0.0010.001
Open science0.0020.000
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 head0.049
GPT teacher head0.324
Teacher spread0.274 · 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 designBench or experimental
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

Citations2
Published2017
Admission routes1
Has abstractyes

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