FIG. 4 in Recent Brachiopoda from the Mozambique-Madagascar area, western Indian Ocean
Bibliographic record
Abstract
FIG. 4. — Cryptopora boettgeri Helmcke, 1940: A, dorsal view of complete immature specimen (MNHN IB-2013-34), South Madagascar, South Point Barrow, ATIMO VATAE, stn CP 3585, 549-576 m; B, C, dorsal view of complete specimen (MNHN IB-2013-35) and enlargement of the umbonal part (C), South Madagascar, South-West Point Barrow, ATIMO VATAE, stn CP 3592, 450-455 m; D, dorsal view of complete specimen (MNHN IB-2013-36), Mozambique Channel, Zambeze transect, MAINBAZA, stn CC 3152, 443-445 m; E, F, dorsal view of complete specimen (MNHN IB-2013-37) and enlargement of posterior part (F), stn CP 3592; G-I, inner view of ventral valve (G), and enlargement and tilted views (H, I) of umbonal part to show elevated deltidial plates, teeth and dental plates (MNHN IB-2013-38), stn CP 3592; J-M, dorsal valve (MNHN IB-2013-39), inner and oblique views (J, K), and enlargements (L, M) to show details of crura and septum, stn CP 3592. All SEMs. Scale bars: A, H, I, M, 500 µm; B, D, E, G, J, K, 1 mm; C, F, L, 200 µm.
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 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 | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 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".