Larry Scott McLean oral history transcript
Bibliographic record
Abstract
Larry Scott McLean oral history interview as conducted by Norm Olson. <br/.\nLarry McClean began his federal career with the Bureau of Reclamation in 1972 as an Environmental Specialist and Resource Planner, working in various other sectors leading him to apply for, and was selected as, the first Refuge Biologist on the Yukon Flats National Wildlife Refuge. In 1992 he wrote “The First Ten Years: A brief history of the biological program on the Yukon Flats National Wildlife Refuge.”\n\nOrganization: FWS\nName: Larry Scott McLean\nYears:\nProgram: Refuges\n\nKeywords: Biography, Biologists (USFWS), Employees (USFWS), History, Adaptive management, Adults, Aircraft, Military, Aquatic birds, Bird banding, Birds, Boats, Buildings, facilities and structures, Camping, Ceremonies, Collaboration, Communication, Conservation, Conservation science, Dams, Ecosystem recovery, Environments (Natural), Equipment, Fire, Flowering plants, Game management, Human
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.106 | 0.002 |
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".