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Record W7036929673

Dimensões de inovações organizacionais e sociais no processo de certificação fair trade: o caso da Casa Apis

2016· article· en· W7036929673 on OpenAlexaboutno aff

Bibliographic record

VenueAmericanae (AECID Library) · 2016
Typearticle
Languageen
FieldComputer Science
TopicFormal Methods in Verification
Canadian institutionsnot available
Fundersnot available
KeywordsFair tradeCertificationTriangulationInclusion (mineral)Social innovationContent analysisProcess (computing)ObstacleQualitative researchSocial responsibility
DOInot available

Abstract

fetched live from OpenAlex

The exclusion of small producers in the global market is characterized as a major obstacle to the development of the underprivileged section of society. As a result, small producers, associated in cooperatives are seeking new markets and promoting the inclusion of products from family agricultural in the international market through fair trade (fair trade). Therefore, the development of social and organizational innovations become part of an alternative to overcome this challenge. Thus, the aim of this study is to analyze the dimensions of social and organizational innovations in the certification process in a fair trade cooperative central bee in northeastern Brazil. The qualitative research was conducted through a case study along with a Central Cooperative Apicultural the Brazilian Semiarid - Home Apis - consisting of eight member cooperatives. The theoretical discourses on organizational innovations, social innovations and fair trade certification. Primary data was collected through semi-structured interviews and diaries entries field. Since the secondary data were collected via documents, articles, dissertations and web sites. Data analysis was performed according to the theoretical framework of this study and the use of the technique of content analysis (BARDIN, 1995) and triangulation of different sources of evidence (YIN, 2005). The results were based on the requirements of FLO (Fairtrade Labelling Organizations International) on fair trade certification process and showed the dimensions of organizational innovation in the areas described by Lam (2004) and the dimensions of social innovation described in the model developed by CRISES (Centre de Recherche sur les innovations sociales) of Canada. The dimensions for the analysis of organizational innovation were the "organizational structure", "the process of learning and knowledge creation" and "organizational change and adaptation." Regarding social innovation, the dimensions analyzed were the social innovations "territorial", the social innovations in "labor relations and employment generation" and social innovations in "conditions of life". The low formalization documentary cooperatives, producers with little knowledge about fair trade, non-compliance with statutory and little financial resources were some of the obstacles and barriers identified in the fair trade certification process. Among some of the issues identified in the analysis of the dimensions of organizational innovation are featured: the organization of the production base, the partnership of various institutions to support and process development for export of honey fair trade. The fair trade honey with a minimum price guaranteed a fair price to beekeepers, the award fair trade and support networks were the most reported in the dimensions of social innovation.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.003
Science and technology studies0.0070.020
Scholarly communication0.0100.009
Open science0.0010.009
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.016
GPT teacher head0.248
Teacher spread0.232 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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".

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Citations0
Published2016
Admission routes1
Has abstractyes

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