Minnesota Crookston Senior Malia Pula Finds Home in the Sport of Softball
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
"Playing the game I love is like home to me," those were the words University of Minnesota Crookston softball senior Malia Pula used to describe softball, a sport that has been in her life since second grade.It has been a sport that took her around California and the country playing softball as a youth.A sport where she would compete at the junior college level and learn everything she would ever want to know about softball from her head coach and former USA Olympian Vicky Galindo.It would be a sport that would take Pula away from the comforts of her home in Gilroy, Calif., located outside of San Jose, Calif., a city of over a million in the Bay Area, to Crookston, Minn., to continue her collegiate career.Though her softball career came to a halt all too early due to COVID-19, it has still been a sport that has given so much back to Pula.She has gotten the chance to play the sport she loved for the last 14 years at a high level, something many young girls dream of.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it