Bibliographic record
Abstract
1. All persons that enter the track or hot chute areas must be a minimum of sixteen years of age. i.e. handlers, flagmen, corner man etc. Must be a USAC member. 2. Proof of age is required at all USAC meets. No driver participation under five years. Rookie may train and practice only at four years six months of age. No racing until five years of age. 3. In Quarter Midget classes, drivers cannot race past December 31st of the year they turn 17 years of age 1702 Qualification Procedures Practice and qualifying will be determined by pill draw (low to high). If a car is unable to time for any reason in the proper order, they will be awarded a no time. Specifics will be covered in the Entry Form and/or at the driver’s meeting. Clubs may deviate from these specifications, but need to notify District Board and National Office in writing at beginning of each season. All qualifications will be held in accordance with the current USAC.25 Midget Rule Book and the Official Entry for the event with the following additions and exceptions.
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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.460 | 0.425 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".