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Record W3090305215

Light Transmission Properties of Lentil (Lens culinaris Medik.) Seed Coat and Effect of Light Exposure on Cotyledon Quality

2020· dissertation· en· W3090305215 on OpenAlexaboutno aff
Nsuhoridem Isaac Jackson

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2020
Typedissertation
Languageen
FieldMedicine
TopicPhytochemicals and Antioxidant Activities
Canadian institutionsnot available
Fundersnot available
KeywordsCotyledonCoatBiologyLens (geology)Transmission (telecommunications)BotanyHorticultureChemistryComputer scienceEcologyTelecommunications
DOInot available

Abstract

fetched live from OpenAlex

Cotyledon color is one of the most important quality criteria in the lentil market because the color may correlate well with other quality attributes. Therefore, cotyledon color is an important quality criterion in lentil breeding programs. The objectives of this work were to investigate the variation in optical properties among lentil seed coat types and to determine the effect of light treatment, seed coat presence, and seed coat type on color loss in lentil cotyledon. Light transmission properties of seed coat types were obtained to find out if they differ in their light-blocking ability and protection of the underlying cotyledon from photodegradation. Light reflectivity was measured to investigate if there are recognizable patterns, which might be useful in market class discrimination, quality prediction and disease detection in the seeds. A fiber-optic spectrometer was used to obtain spectral reflectivity and transmission properties of seed coats of 20 lentil genotypes. The reflectivity (0°\\32°) and nadir-aligned transmission spectra were measured in the 250 nm to 850 nm wavelength range. An Analysis of Variance (ANOVA) showed that there were significant (p<0.05) differences in light transmission properties of the major seed coat types. \nA computer vision system was used to study the influence of light exposure on the cotyledon color of red, green, and yellow lentils. Twenty samples from each of the three cotyledon color classes were subjected to six levels of light treatment, namely ultraviolet, full-spectrum visible, red, green, blue, and control (dark) for seven days, at room temperature. This light exposure had a significant effect on all three cotyledon color classes. The effect size was largest in green lentils, smaller in yellow, and least in red lentils. \nHaving established the light-blocking characteristics of the various seed coats and realizing that light exposure does affect the color of lentil cotyledon, the protective effects of different kinds of seed coat against light-induced cotyledon color change was tested. Results showed that some whole green cotyledon lentils experienced color losses in the underlying cotyledon. Red and yellow lentil classes had high levels of colorfastness, and their seed coats successfully protected the cotyledon from these minimal effects. Thus, breeding for seed coat protection may not improve the cotyledon color of Canadian red lentils (the most de-hulled market class), but it may improve the overall quality of green lentils.

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 categoriesMeta-epidemiology (narrow)
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 score0.051
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.191
Teacher spread0.182 · 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.

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

Citations0
Published2020
Admission routes1
Has abstractyes

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