2021-November-22-ETSU light display helps ring in the holiday season at BMS
Bibliographic record
Abstract
JOHNSON CITY, Tenn. (Nov. 22, 2021) – One of the region’s most dazzling holiday light shows is underway at Bristol Motor Speedway. The 25th season of Pinnacle Speedway in Lights allows visitors to witness the wonder of a 4-mile trek through 3 million lights at the world’s fastest half-mile. East Tennessee State University is a proud sponsor of the event, and vehicles circling the concrete oval will see the stunning glimmer of blue and gold pride thanks to ETSU’s first-ever display. New holiday-themed apparel is also available for purchase at Alumni Hall stores located on W. State of Franklin Road in Johnson City, and Pinnacle Parkway in Bristol. The annual event is one of the primary fundraisers for the Bristol chapter of Speedway Children’s Charities. The light display is open nightly from 6-10 p.m. through Jan. 1, 2022. ###
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.707 | 0.411 |
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".