Bibliographic record
Abstract
M. S. Burnaby Munson, 86, died on June 23 in Newark, Delaware. “I have never known anyone who exhibited the total commitment to the academic enterprise that Burnaby did. He was a modern-day Mr. Chips! Whether it was cutting-edge research in mass spectrometry, visionary administration, inspired teaching, or heartfelt advising and mentoring (and he excelled in all of these endeavors), Burnaby devoted virtually all of his waking moments to these tasks for the past 52 years. Above all, service to students was at the core of his very being. The University of Delaware and our department were blessed to have shared his wonderful life. Our department will never be the same!”—John L. Burmeister, friend and colleague Most recent title: Emeritus chair of chemistry, University of Delaware Education: BA, chemistry, 1954, and PhD, physical chemistry, 1959, University of Texas at Austin; doctor of science (honorary), University of Delaware, 2019 To recognize
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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 0.007 |
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; both teacher heads 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".