MétaCan
Menu
Back to cohort
Record W3127445475 · doi:10.1002/csc2.20477

Investigations of the effects of the non‐darkening seed coat trait coded by the recessive <i>jj</i> alleles on agronomic, sensory, and cooking characteristics in pinto beans

2021· article· en· W3127445475 on OpenAlexafffundabout
Mohammad Erfatpour, Lisa M. Duizer, K. Peter Pauls

Bibliographic record

VenueCrop Science · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant pathogens and resistance mechanisms
Canadian institutionsUniversity of Guelph
FundersOntario Ministry of Research and Innovation
KeywordsPinto beanBiologyCoatPhaseolusPopulationTraitHorticultureBotanyAgronomy

Abstract

fetched live from OpenAlex

Abstract The beige background of the conventional pinto bean ( Phaseolus vulgaris L.) seed coat turns brown over time due to oxidation of its proanthocyanidins. Pinto beans that have slow‐darkening (SD) or non‐darkening (ND) seed coats are more desired in the market because they are perceived to be fresh, high‐quality beans. However, correlations between the ND seed coat trait and agronomic performance have not been investigated. Therefore, the objectives of this study were to estimate variance components and broad‐sense heritabilities of agronomic and seed coat traits in pinto beans, and to determine if correlations exist between the ND seed coat trait and agronomic, sensory, and cooking traits in recombinant inbred lines, developed from crosses between ND pinto bean breeding lines, incorporating the ND gene from ‘Wit‐rood boontje’, with two regular‐darkening (RD) pinto bean varieties (‘Stampede’ in Population 1 and ‘La Paz’ in Population 2), grown in four different environments of southwest Ontario in 2016. Analysis of variance indicated significant differences between the RD and ND genotypes for grain yield, 100‐seed weight, hydration capacity, and the seed coat color parameters in both populations. The color parameter L *, which represents the whiteness of the seed coat, was selected as the main discriminative parameter between the RD and ND seed coat phenotypes. There was a weak positive genetic correlation between the ND trait and days to maturity in Population 1 ( r g = .11). The ND trait showed weak negative genetic correlations with grain yield ( r g = −.23 in Population 1 and r g = −.13 in Population 2). Moderately weak positive genetic correlations were found between the ND trait and hydration capacity in Population 1 ( r g = .44) and Population 2 ( r g = .40). The ND pinto beans were perceived as sweeter and had softer and smoother textures and shorter cooking times compared with the RD pinto beans.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.339
Threshold uncertainty score0.351

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 studies0.0000.001
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 head0.009
GPT teacher head0.192
Teacher spread0.183 · 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 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

Citations7
Published2021
Admission routes3
Has abstractyes

Explore more

Same venueCrop ScienceSame topicPlant pathogens and resistance mechanismsFrench-language works237,207