Incorporation of Plants Extracts and Essential Oils into Starch‐Based Films: A Comprehensive Review
Bibliographic record
Abstract
Abstract Given the global environmental issues associated with petroleum‐based packaging materials, developing green packaging films is a promising innovative approach to packaging food products. In this regard, starch films added with plant extracts and essential oils have been explored for different packaging types of food products. The availability of starch in nature makes starch films a cheap substitute for petroleum‐based packaging material, thus reducing the impact on the environment, packaging costs, and complexity. Recent investigations emphasize identifying and isolating natural ingredients from different plants for use in starch‐based green packaging. Plant extracts and essential oils influence the mechanical and barrier properties and impart antioxidant and antimicrobial properties to the developed films. These films show promising applications in the food industry. This review provides recent insights into the effects of plant extracts and essential oils on starch‐based green packaging films' properties.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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 teacher head, 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".