Gerald "Pop" Marshall [1909-1972]
Bibliographic record
Abstract
Pop Marshall worked at a builders’ supply company in West Virginia before coming to Cedarville in 1955. In his first years at Cedarville, he was a one-man maintenance department, involved in everything from laying brick, pouring cement, fixing cars as well as doing plumbing, electrical, and carpentry work. The college even had a cement block making machine, which Pop supervised. He directed the moving of the army barracks from Wright-Patterson Air Force base to the campus in 1957 where they became Faith residence hall (Old Faith which has now been demolished), and he helped bring the first observatory to campus from New York. The 1967 Miracle yearbook was dedicated to Pop Marshall in gratitude for his humble and willing service, especially for being the bus driver for choir tours and athletic teams. He was honored posthumously with the “Staff Member of the Year” award after his death in 1972. Marshall Hall, now part of the “The Hill” dormitory complex, was named for Pop in 1974. Source: Barbara Loach, Cedarville University: Defining Legacies
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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.031 | 0.011 |
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".