FIGURES 37–44 in Comparison of two new species of Mastogloia (Bacillariophyceae) with other small members of section Ellipticae
Bibliographic record
Abstract
FIGURES 37–44. Mastogloia matthaei, SEM, type material (SEM stub DISVAR-ANS7SP46, Siladen, Indonesia). (37) External view of valve showing sinuous raphe branches and thickened longitudinal stria pattern (arrowhead); (38) External view of central region showing proximal raphe endings and quadrangular areolae; (39) External view of apex showing distal raphe ending with no terminal fissure; (40) Internal valve view showing bilobed partecta (arrowhead) up to the apex and longitudinal stria pattern; (41) Internal view of central region showing raised central nodule; (42) Internal view of valve showing partecta with linear rows of fine pores; (43) External view of tilted valve showing longitudinal stria pattern with no areolae on mantle; (44) External view of tilted valve showing partectal pores.
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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 | 0.000 | 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) | 0.007 | 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".