A Preliminary Survey of the Vascular Plants of Pottawatomie County, Oklahoma (10 min.)
Bibliographic record
Abstract
As 80 few detaUed floristic studies have been made for any limited region ot Oklahoma (2, 6, ., and 9), it was thought that an intens'ive studY of some localized area would be of value. Pottawatomle county, which represents a rather typical sample of the more xerophytic phase of the oak-hickory woodland characteristic of the greater part of eastern Oklahoma, was chosen, and collections were made there at regular periods throughout the year 1932. Probably the first botanical exploration in Pottawatomle county, was that of Dr. Edwin James, the botanist for Major Stephen H. Long's party durinl b1s expedition to the Rocky Mountains in 1820, who collected 1,500 species on the entire expedition (4 and 11>. In 1853 a government surveJ'ina party under captain A. W. Whipple, exploring a route for a railroad from the Mlssts81pp1 River to the Pacific ocean along the thirty1Uth parallel, crossed the state from Port Smith to the Antelope Hills alona the Canadian River. Dr. J. M. Bigelow, the botanist on this expe-
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".