Bibliographic record
Abstract
A Cox family of Cougars Summer 2002 On Saturday, May 18 the skies cleared as nearly 400 students participated in the 2002 commencement ceremony held in the WSU Vancouver campus plaza.Amidst the crowd were brothers Robert, Donald and Dan Cox.2002 graduates, Robert and Donald sat in caps and gowns awaiting their turn to cross the stage.2001 graduate, Dan, sat in the audience perhaps reminiscing about his ceremony the year before.Each of these three have made a lasting impact on WSU Vancouver and southwest Washington in their own unique way.If their pursuit of education is any indication, they'll continue to have impact in our communities.Lifelong residents of Washougal, the Cox brothers found support in their parents Christie and Doug, as well as their sister Michelle.All are graduates of Washougal High School, including their grandfather who graduated in the 1920s.With family ties and responsibilities in Southwest Washington, Dan, Robert, and Donald chose to attend WSU Vancouver for the same reasons as many alumni.All three said that attending community college and transferring to WSU Vancouver was more cost effective and convenient for them then moving away to go to school."WSU Vancouver is in the perfect location to provide access to internships, which for science based students helps you decide what you really want to do," said Donald.Dan said, "Earning my degree in Vancouver gave me the opportunity to not pay university level tuition for 100-200 level classes that I could take at Clark.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.434 | 0.251 |
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".