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Record W4312085273 · doi:10.1016/j.afres.2022.100248

A comprehensive review on microencapsulation of probiotics: technology, carriers and current trends

2022· review· en· W4312085273 on OpenAlexaff
Kambhampati Vivek, Sabyasachi Mishra, Rama Chandra Pradhan, Meena Nagarajan, Pavitra Krishna Kumar, Singam Suranjoy Singh, Dronachari Manvi, N.A. Nanje Gowda

Bibliographic record

VenueApplied Food Research · 2022
Typereview
Languageen
FieldAgricultural and Biological Sciences
TopicProbiotics and Fermented Foods
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsProbioticFood scienceSpray dryingLactose intoleranceBiotechnologyBifidobacteriumHealth benefitsBusinessLactoseDairy industryFood industryLactobacillusBiologyMedicineChemistryBacteriaFermentationTraditional medicine

Abstract

fetched live from OpenAlex

Consumer interest in probiotics is significantly growing due to their positive impact on their health. Dairy products are common and most preferred probiotics "delivery vehicle" in the food industry. However, dairy products are associated with increased risk to people, with lactose intolerance, galactosemia, allergy to milk proteins, and high cholesterol levels. For such cases, non-dairy based probiotic foods could offer a good alternative. Among non-dairy foods, fruit juice is more dietary inclusive, convenient, and well accepted by all the age groups. Therefore, fruit juice could be used as a suitable non-dairy food carrier in probiotic delivery. Lactobacillus and Bifidobacterium are the two main strains used commercially worldwide for preparing probiotic products with proven health benefits. However, protecting the probiotic cells is the key for probiotic formulation in order to guarantee the survival. Therefore, various encapsulation techniques, cell viability, and suitable carrier materials in downstream processing and utilization are discussed in the review. Among different encapsulation techniques, spray drying emerged as an alternative technique for better utilization of probiotics in fruit juices with possibilities for industrial applications due to cost-effective and continuous process. Therefore, spray drying could be considered as an efficient encapsulation technique in food industry for fruit juice probiotification.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.002

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 head0.197
GPT teacher head0.395
Teacher spread0.199 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations172
Published2022
Admission routes1
Has abstractyes

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