A Study on the Development of Products Appearance Designs of “ART DECO” Style
Bibliographic record
Abstract
<p class="a"><strong><span lang="EN-US">Objective: </span></strong><span class="high-light-bg4"><span lang="EN-US">The analysis on the development of the products appearance designs of the “ART DECO” style provides reference and theoretical basis for the design of modern products.</span></span><span lang="EN-US"> The research on the world products appearance designs of certain phase help correct people’s cognition of the concept. </span><strong><span lang="EN-US">Method: </span></strong><span class="high-light-bg4"><span lang="EN-US">From the early twentieth Century to the 40s of twentieth Century, nearly half a century, the style of product designs aimed at the content. Different stages, different factions, different designers and design works classification research have been conducted. </span></span><strong><span lang="EN-US">Conclusion:</span></strong><span class="high-light-bg4"><span lang="EN-US">By </span></span><span class="high-light-bg4"><span lang="EN-US">studying the development of the products appearance designs with the “ART DECO” style, two basic developmental orientations can be concluded: characteristics of a product is a revival direction for traditional decoration; it is also a regressive direction for abstract decoration.</span></span></p>
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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".