FIGURE 2 in Rediscovery of presumed extinct Isoetes divyadarshanii (IsoetaceaeLycopodiopsida) in India: New insight on its morphology, taxonomy and conservation status
Bibliographic record
Abstract
FIGURE 2. Isoetes udupiensis (P.K. Shukla, 8 October 2003, topotype, [Bck]). A. Distal surface of the megaspore showing ornamentation with evenly spaced, baculate-verrucate projections. B. Proximal surface of megaspore showing 1–2 broad, tall projections/segment. C–D. Lateral view of megaspore showing the irregularly wide equatorial ridge and a broad, plain equatorial band. E. Microspore ornamentation of ragged-topped columnal projections (spines). Scale bars: A–D, 100 µm and E. 10 µm. Photos: P.C. Sokoloff & D.F. Brunton.
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 | 0.001 |
| 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) | 0.012 | 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 teacher head, 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".