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Record W7046423382

Development and Process Optimization of a Novel Method (Multiple-pass Ultrasonication with Mechanical Homogenization) for Processing Puree from Carrot Rejects

2022· dissertation· en· W7046423382 on OpenAlexaboutno aff

Bibliographic record

VenueThe Atrium (University of Guelph) · 2022
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicSuperconducting and THz Device Technology
Canadian institutionsnot available
Fundersnot available
KeywordsIngredientRaw materialFood processingExtraction (chemistry)SonicationProcess optimizationBiofuelUnit operationBy-product
DOInot available

Abstract

fetched live from OpenAlex

Carrots (Daucus carota. L) are among the top five vegetables grown in Canada. In 2020, 386,486 MT of carrots were produced worth $131.783 M. It is estimated that 20-30% of the total production is removed as carrot rejects and waste (CRW) during primary processing. These are either anaerobically digested for biogas production or utilized for animal feed with the remaining being sent to landfills releasing methane and causing a detrimental effect on the environment. Since CRW are generated from carrots, rich in nutrients, they potentially have a high valorization potential. A part of the research study deals with the assessment of CRW for their use as a biofuel, extraction of beta-carotene and food product development. Studies are documented on the utilization of CRW as biofuel and extraction of bioactive compounds but limited to no studies are reported on their usage in product development. A research gap was identified, emphasizing the need for the assessment of raw material, accounting for its variability and the potential hurdles for its utilization in food processing. Carrot puree was considered a potential product, since it could be sold commercially, both as a product and as an ingredient in the food industry. The conventional carrot puree processing methods involve multiple unit operations, longer processing time, high energy consumption and significant loss of naturally present bioactive components. This study was focused on the development and optimization of the novel method “Multiple-pass ultrasonication and mechanical homogenization” (MPUMH) for the processing of carrot puree. The optimized experimental conditions were used for processing processed carrot discards (PCD’s) to puree and the developed product was evaluated for its physicochemical and nutraceutical properties. MPUMH process is energy efficient, capable of handling non-uniformity in the raw material and allows significant retention of bioactive components in carrot puree. A proof-of-concept suggests that there is a valorization potential of CRW to carrot puree. However, before making efforts for scale-up, the techno-economic analysis (TEA) of the process was performed to understand the commercial feasibility and economic competitiveness of this process. The preliminary study is showing encouraging results and should be considered for pilot-scale processing.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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: Methods · Consensus signal: none
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.019
GPT teacher head0.253
Teacher spread0.234 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreMethods

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
Published2022
Admission routes1
Has abstractyes

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