Accelerated Development of the 2000 Saturn Three-Door Coupe Rear Quarter Panel
Bibliographic record
Abstract
<div class="htmlview paragraph">In 1990, Saturn Corporation began production of a vehicle line, including sedan and coupe body styles, utilizing polymer body panels. This polymer body panel system offers benefits to the end-use customer, including: <ul class="list disc"> <li class="list-item"> <div class="htmlview paragraph">Dent/ding resistance</div></li> <li class="list-item"> <div class="htmlview paragraph">Corrosion resistance</div></li> <li class="list-item"> <div class="htmlview paragraph">Weight savings enabling increased fuel economy and vehicle performance</div></li></ul></div> <div class="htmlview paragraph">Saturn Corporation also benefits from this polymer body panel system through significantly reduced up-front investment cost and shortened tooling lead times<sup><span class="xref">1</span></sup>.</div> <div class="htmlview paragraph">The design, development, and manufacturing of polymer body panels for the new Three-Door Coupe will be discussed in this paper. Saturn drew upon experience gained over the past 8 years to take full advantage of the shorter lead times inherent in utilizing injection mold tooling. The shorter tooling lead-time enabled a successful fast vehicle development and launch.</div> <div class="htmlview paragraph">The Three-Door Coupe is an industry first for Saturn. Being fast to market with a new vehicle is considered to be a significant competitive advantage that can help to enable market share growth. This paper will explain in more detail the specific program elements in the development of the Three-Door Coupe rear quarter panel.</div>
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 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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".