H99-1368. Campus Safety Department. Records, 1972-[ongoing]. 0.75 linear ft.
Bibliographic record
Abstract
Formerly the Department of Public Safety, Campus Safety focuses on the safety and security of campus members and visitors and is responsible for all the paperwork created by the department’s normal operations. The office takes care of general incident reports, vehicle and bicycle registrations, parking citations, annual report statistics, key requests, work orders for the Safety Systems Specialists, and much more. The department is also responsible for dispatching the officers on all calls that come in on Hope College’s 911 emergency phone line. Collection contains Administrative and Academic Fire Evacuation and Emergency Plans, annual reports, brochures, memorandums, security alerts, biographical information on staff members Martin Michielsen and Glenn Bareman, correspondence from former Director of Public Safety, Ray Gutknecht (1988-1991), and 1986-1987 court documents describing the appeal by the college’s public safety department to the State of Michigan concerning deputy status within the Ottawa County Sheriff’s Department and Holland Police Department.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.006 |
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".