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Record W2475580133 · doi:10.1079/9781780646138.0010

Pre-domesticating wild relatives as new sources of novel genetic diversity.

2016· book-chapter· en· W2475580133 on OpenAlexaff
Donald A. Falk

Bibliographic record

VenueCABI eBooks · 2016
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicGenetic and Environmental Crop Studies
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsDomesticationGermplasmBiologyGenetic diversityHordeum vulgareCropSelection (genetic algorithm)HordeumDiversity (politics)Evolutionary biologyBotanyAgronomyEcologyPoaceaePopulationComputer scienceMachine learning

Abstract

fetched live from OpenAlex

Cultivated barley (Hordeum vulgare) and its wild progenitor, Hordeum spontaneum, are used as a model to employ the proposed methodology of incorporating 'domestic' traits into the wild species and illustrate the increased efficiency and effectiveness of this approach to taming wild relative germplasm. By 'pre-domesticating' a series of diverse populations of H. spontaneum and conducting breeding and selection within these backgrounds, it is possible to exploit a much larger portion of the vast reservoir of quantitative genetic variation that is not being utilized at this time. This chapter discusses pre-domestication of wild relatives as new sources of novel genetic diversity. This concept is applicable to most crop species, particularly where the wild progenitor still exists and is fully compatible with the domesticated crop species. The fewer essential traits that separate the wild species from the cultivated crop, the easier the task of pre-domestication would be.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.914
Threshold uncertainty score0.583

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 science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.196
Teacher spread0.167 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
Domainnot available
GenreOther

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
Published2016
Admission routes1
Has abstractyes

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