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Record W2754079836 · doi:10.13140/rg.2.2.21594.80322

Mitigating Risks of Ochratoxin A Contamination in Oats

2017· article· en· W2754079836 on OpenAlexaboutno aff
Bandana Dhungana

Bibliographic record

VenueOpen PRAIRIE (South Dakota State University) · 2017
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMycotoxins in Agriculture and Food
Canadian institutionsnot available
Fundersnot available
KeywordsContaminationOchratoxin AOchratoxinsEnvironmental scienceFood contaminantBusinessRisk analysis (engineering)MycotoxinEnvironmental healthFood scienceBiologyMedicine

Abstract

fetched live from OpenAlex

Ochratoxin A (OTA) is a toxic metabolite produced by several species of fungal genera Penicillium and Aspergillus. The major OTA producer in temperate regions (i.e. U.S., Canada, Europe) is Penicillium verrucosum. Oat (Avena sativa), like any other cereal grain, can be contaminated with OTA when storage conditions are favorable for fungal growth. The presence of OTA exceeding the European Union maximum limit of 3 ppb in processed food has been reported in some samples of oat-based breakfast cereals from the US. The use of oat genotypes with limited OTA accumulation would be an effective way to reduce risks of OTA contamination in oat based products. The objectives of this study were to: 1) determine the frequently of P. verrucosum in oat grain produced in South Dakota, and 2) develop a methodology to screen oat genotypes for OTA accumulation. Grain samples from twelve oat cultivars grown at five locations in South Dakota from 2014 to 2016 were analyzed for the presence of P. verrucosum by direct plating on Dichloran Yeast Extract Glycerol Agar (DYSG) medium. Twenty-three out of the 360 samples (6.3%) evaluated had a very low percentage (0-16%) of kernels with P. verrucosum contamination. Three experiments with oat grain inoculated with P. verrucosum were carried out to study the effect of water activity, temperature, isolates of P. verrucosum, genotypes and time after incubation on OTA production. All these factors except genotype were found to have significant effects on OTA production by P. verrucosum in oats. A water activity of 0.90, temperature of 22.5°C, and P. verrucosum isolate C1136-1 were found to be highly favorable for OTA production in grain and could be used to assess varietal differences in grain OTA accumulation.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.243
Threshold uncertainty score0.589

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 communication0.0000.001
Open science0.0010.001
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 head0.073
GPT teacher head0.280
Teacher spread0.208 · 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 designObservational
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
Published2017
Admission routes1
Has abstractyes

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