From Waste to Usefulness: Packaging Design as a By-Product
Bibliographic record
Abstract
In this work we consider theoretical and practical aspects of packaging design as a byproduct. People can use it as a new design product with different initial functions. This study represents an important designers' contribution in solving environmental problems caused by excessive packaging waste. Author's methods of multifunctional package development analyze the market situation, research the wrapping design features, organize the author's concept, and evaluate the design product effectiveness. Methodological principles of the study are based on the design interpretation of the environmental, functional and socio-economical approaches context. The result of the theoretical study is the package design concept that increases the possible duration of packaging use. The specific design aspect of this study is the creation of different multifunctional packages, for example: package-constructor, package-board game, package-accessory. These design aspects make it possible to form a dynamic communicative visual environment. The author's design and development of a multifunctional packageconstructor for pizza confirms the practical significance of the study. The results of this work are to show the popularization of environmental awareness education and increasing the level of social communication by involving emotional and game components into design process.
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 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 | 0.008 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".