Bibliographic record
Abstract
A new academic year has begun and as with last year, three times a month you will be receiving in your inbox a story of some member of the Andrews community, someone I or the other storytellers (provost, chaplains, new VP for diversity & inclusion) want you to meet. The individuals in our stories are part of the rich mix of the Andrews University story—each of them brings his or her unique qualities and gifts to make this University a better place. (You can find all of the past stories in Stories of Andrews at andrews.edu/stories.)\nFor my first story this year I want to introduce you to an individual who is taking on a new responsibility on campus that might be important to you. This year Rubén Pérez-Schulz will be one of the two ombudspersons; this means that he (and Elynda Bedney, our other, longstanding ombudsperson) will try and help you resolve a campus challenge where normal processes seem not to work.\nLet me share his story.\nOne of Rubén Pérez-Schulz’ parents was from Chile and one from Argentina and Rubén has had the opportunity to live in both countries. He was born in Argentina, later meeting his wife there, but he lived much of his early life and career in Chile. He also lived in Australia for a year, studied and worked in Canada and then moved to the U.S. and Andrews University in 2006. A true world traveler!\nWith strong modeling on both sides of his family of passion for faith and service, it is not surprising that Rubén, along with his three brothers, has chosen that same route. Now, whether serving in his role as head elder of the Berrien Springs Spanish Church, assisting students as assistant dean of the College of Arts & Sciences, or teaching as assistant professor of Spanish, Rubén’s motivation remains that of a servant-leader: to see those he serves find their own paths of faith and service. As I listened to Rubén during over an hour of engaging conversation, I wrote down the following phrase that seemed to encapsulate his approach to life, “Every opportunity is a path to better service.”\nRubén’s life has not been one of dramatic events, but rather his story is inspiring because of the consistency of his faithfulness, his commitment to God’s leading and his evident joy in embracing fully the goodness of God’s gifts. I do hope that by reading his story further you will get to know him better and will discover, as I did, the depths and strengths of this teacher and leader on our campus.\nThank you, Rubén, for sharing your story and living the spirit of Andrews in your faith, responsibilities and relationships.\nSincerely,\nAndrea Luxton
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.112 | 0.089 |
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".