Microplastic Contamination of Dairy and Bakery Products: Sources and Effects on Human Health—A Review
Bibliographic record
Abstract
ABSTRACT The widespread environmental presence of microplastics and their ability to enter the food chain are resulting in food contamination by these particles, which has been a serious health problem for the public. Products often consumed in the dairy and bakery industries are becoming more vulnerable to contamination by microplastics that come from packaging, processing, and the environment. The new findings of the studies on the long‐term health impacts due to the ingestion of microplastics point to some serious health hazards. The findings of analyses on the availability of microplastics in dairy and bakery products are summarized in this review paper, along with the sources of contamination, classification of microplastics, and their health impact. This paper can present an overview for future studies on contamination of dairy and bakery products by microplastics, which is important for the strategies to reduce the contamination of the two top‐growing food sectors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".