Bibliographic record
Abstract
Genus Phronimella Claus, 1871 Phronimella Claus, 1871: 149. Anchylonyx Streets, 1877: 130. Type species Phronima elongata Claus, 1862. Type material could not be found at the ZMB or ZMH and is considered lost. Diagnosis Body and pereopods extremely slender. Pereonites 1 & 2 partly fused dorsally, not much deeper than following ones. Maxilliped with extremely reduced inner lobe, almost obsolete. Gnathopods 1 & 2 simple. Pereopod 5 with elongate carpus, only slightly widened distally, forming slender, imperfect subchela with propodus; anterior margin of basis to carpus dentate. Uropod 2 absent, or rudimentary in female; sometimes rudimentary in males, but usually with exopod and reduced endopod in mature specimens. Monotypic. Remarks Phronimella makes ‘barrels’ from gelatinous plankton just like Phronima but the host species is not known (Laval 1980). Phronimella is relatively common in the tropical regions of the world’s oceans and in the Mediterranean Sea.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 0.007 |
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".