Figure 61 in Macrocyprididae (Ostracoda) from the Southern Ocean: taxonomic revision, macroecological patterns, and biogeographical implications
Bibliographic record
Abstract
Figure 61. Hemipenis of Macroscapha rehmi sp. nov., Macroscapha scotia sp. nov., and Macroscapha turbida (Müller, 1908). Macroscapha turbida (Müller, 1908): A, B, paralectotype adult male (SNB 0747, ZMB 13133); C, adult male (SNB 0344-DNA 81); D, (SNB 0347-DNA 84), (ZMH K-41476). Macroscapha rehmi sp. nov.: E, holotype adult male (SNB 0744, ZMH K-41482); F, paratype adult male (SNB 0025); G, paratype adult male (SNB 0058); H, paratype adult male (SNB 0026) (ZMH K-40836); I, paratype adult male (SNB 0742, ZMH K-40836). Macroscapha scotia sp. nov.: J, paratype adult male (SNB 0022); K, paratype adult male (SNB 0027); L, paratype adult male (SNB 0738); M, paratype adult male (SNB 0739) (ZMH K-40837). Scale bar = 100 Mm.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.027 | 0.009 |
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".