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Record W2015690499 · doi:10.1080/00330124.2010.483628

Of Stakes, Stems, and Cuttings: The Importance of Local Seed Systems in Traditional Amazonian Societies

2010· article· en· W2015690499 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

VenueThe Professional Geographer · 2010
Typearticle
Languageen
FieldArts and Humanities
TopicAmazonian Archaeology and Ethnohistory
Canadian institutionsMcGill University
Fundersnot available
KeywordsAgroforestryIndigenousAmazon rainforestAgricultural biodiversityLivelihoodAgricultureGeographySubsistence agricultureCommercializationBusinessEcologyBiologyMarketing

Abstract

fetched live from OpenAlex

Studies of indigenous agricultural systems in Amazonia often devote only limited attention to the accessibility and exchange of crop plant germplasm among Amerindian and folk peoples. I argue that scarcity of crop planting material—geographically, seasonally, and socially—in rural Amazonia has given rise to socioeconomic relations that profoundly influence indigenous agriculture and rural life. Access to seeds, cuttings, and other plant propagules is shown to be critical in the building and maintenance of crop and varietal diversity, in subsistence security for lowland farmers, and in market product specialization among traditional farmers. Further study of seed supply systems in Amazonia is needed to inform discussions of in situ crop conservation as well as intellectual property rights over plants and seed. Moreover, a focus on seed systems provides a new lens through which to study Amazonian peoples, their relations with one another, the market, and society.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.690
Threshold uncertainty score0.998

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 studies0.0000.004
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 head0.026
GPT teacher head0.232
Teacher spread0.206 · 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