A floristic and conservational study on the Ullyeonsan (Gyeongbuk)
Bibliographic record
Abstract
πlÌS study was carried out to clarify the distribution of vascular pl따1ts in Ullyeonsan (96값n a.s.1.,36。 45' 30'' -36 0 41 30'' N, 127 0 12' 50" -127 0 16 50'' E), Gyeongbuk, πle vascular plants, collected ei뺑t 따nes from 뼈y 2002 to May 2003, consist of total 493 없xa; 94 없milies， 298 genera, 427 spedes, two subspedes, 59 v:와ieties and five forms, Korean endemic plarlts of this area were 15 taxa, Melandtyum seoulense N삶~， Deutzia corl않18 Lev" Vicia venosa var, cuspidata Max" Vaccinium koreanum N외~， etc, And the special plarlt spedes based on floral region by Mi피앉ryof En찌ronment(2001) were 64 없xa; V rank sped않 one taxa, N rank spedes five taxa, III rank sped않 13 taxa, 11 rank s야d않 20 taxa, 1 rank spedes 25 없xa， π1e naturalized plarlts were 12 taxa, Urban Index (UI) was 4, 490Al.and naturalized rate was 2,43%,
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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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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".