Industry Implementation of Automotive Electronic Stability Control (ESC) Systems
Bibliographic record
Abstract
<div class="htmlview paragraph">The documented availability of electronic stability control (ESC) systems on passenger vehicles is useful in understanding the integration of ESC technology into the North American automobile market. Unfortunately, the sources that document ESC system availability are not always consistent with each other and many show discrepancies with information from the manufacturers. In this study, the history of the implementation of ESC systems in passenger vehicles is reported based on information combined from several different organizations including the National Highway Traffic Safety Administration (NHTSA), the Insurance Institute for Highway Safety (IIHS), Ward's Auto World, and Consumers Reports. Where discrepancies exist between these different sources of data, clarification was gained through further research of information available from the manufacturer, including corporate press releases, owner manuals, and vehicle brochures. ESC system implementation in vehicles as standard equipment is studied in terms of model year sales volumes, vehicle type, and vehicle manufacturer.</div>
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".