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Record W2012450393 · doi:10.4161/gmcr.1.2.11891

A genomic approach to nutritional, pharmacological and genetic issues  of faba bean ( <i>Vicia faba</i> ): Prospects for genetic modifications

2010· article· en· W2012450393 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

VenueGM Crops · 2010
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBiochemical and Structural Characterization
Canadian institutionsPlant Biotechnology Institute
Fundersnot available
KeywordsVicia fabaBiologyRaffinoseStachyoseGeneBotanyBiotechnologyBiochemistrySucrose

Abstract

fetched live from OpenAlex

Cultivated faba bean (Vicia faba) is widely used as human food, especially in Europe, Northern Africa and China. In view of its superior feeding value over field peas or other legumes, it is also widely used as animal feed for a variety of species. V. faba also contains medically important components such as 3,4-dihydroxyphenylalanine (levo-DOPA, L-DOPA), the principal treatment used for Parkinson's disease patients. However, this species also contains several antinutritional components, including the pyrimidine glycosides vicine and convicine; phytates; and the sucrose galactosides including raffinose, stachyose and verbascose. We have undertaken a genomic project to provide publicly available expressed sequence tag sequences (EST) prepared from early to mid developing embryo in an attempt to identify genes that are likely to be involved in the biosynthesis of L-DOPA and the vicine group of compounds. As initial examples of the utility of this approach, we describe the complete sequence of fabatin, new defensins, type 4 metallothioneins and a variety of other key genes which were identified in this EST library. No candidate sequences corresponding to the biosynthesis of L-DOPA or the vicine group could be identified at this early stage of seed development.

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)0.000
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.138
Threshold uncertainty score0.458

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)0.0000.000

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 head0.014
GPT teacher head0.260
Teacher spread0.246 · 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