Brinkerhoff, Fred, papers, 1905-1930
Bibliographic record
Abstract
A collection of correspondence and newspaper clippings related to Fred Brinkerhoff and the Pittsburg Headlight- now the Morning Sun. Fred W. Brinkerhoff, born in 1885, was the editor for the Pittsburg Headlight (now the Pittsburg Morning Sun) for approximately fifty years. Brinkerhoff first began working for newspapers while in high school, working under Henry J. Allen at the Ottawa Herald. He studied at the University of Kansas before working at Fort Scott and Chanute papers as well at the Kansas City Star. Brinkerhoff moved to Pittsburg in May 1911 and became the editor of the newspaper four months later. In 1961, a large celebration was held for him to mark his work and contribution to the area. He was the third recipient of the William Allen White award, president of the Kansas Press Association, chairman of the Kansas Associated Press, and president of the Kansas State Historical Society to name a few of his accomplishments and affiliations. Brinkerhoff wrote an estimated hundred editorials per month during his career. Brinkerhoff passed in 1966.
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.048 | 0.023 |
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".