Bibliographic record
Abstract
Family Nygolaimidae Thorne, 1935 28. Nygolaimidae gen. spp.— {8, 54, 63, 64} (5, 4, 0, 18; 6) Population structure and abundance. Single juvenile or female from undetermined genera at each biotope. 29. * Aquatides aquaticus (Thorne, 1930) Thorne, 1974 — {51} (0, 4, 0, 0; 1) Population structure and abundance. One juvenile specimen and two females (~1 x10 3 /m2). Ecology and distribution. Amphibiont. Prefers water bodies but may occur in wet soil. Widely distributed in European countries, registered in Asia (India, Bangladesh) and North America (Canada, USA) (Peña-Santiago 2006; Andrássy 2009b). This is the first record for Vietnam. 30. ** Aquatides heynsi Gusakov & Gagarin, 2015 — {3, 16, 40, 53, 56} (5, 1, 8, 0; 7) Population structure and abundance. At most sites—a single female or male, at site 16—four females (more than 1 x10 3 /m2). Ecology and distribution. Ecology presumably similar to previously described species. Found in both large and small (possibly ephemeral) water bodies. New species (Gusakov & Gagarin 2015c). Besides Vietnam, also recovered from soil habitat in Pakistan but probably spread wider since it may be mixed with other close species (see Remarks). Remarks. The first findings of representatives of this new species we attributed to A. intermedius (de Man, 1880) Heyns, 1968 (Gusakov et al. 2014). Additional specimens from Vietnamese water bodies differ both from A. intermedius and from another close species, A. thornei (Schneider, 1937) Heyns, 1968 when assessed by a series of morphometric parameters. This was the reason we attributed these specimens to a new species (Gusakov & Gagarin 2015c). A population of A. thornei found in soil from Pakistan, and having similar characteristics, was attributed to this species (Heyns 1968; Gusakov & Gagarin, 2015c). It is possible that A. heynsi occurs in other regions where the morphologically similar species, A. intermedius and A. thornei, have been reported and with which it may be mixed. 31. Aquatides thornei (Schneider, 1937) Heyns, 1968 — {55, 59, 68} (0, 0, 15, 9; 4) Population structure and abundance. At the first site—10 juveniles and eight females (7 x10 3 /m2), at the other two—eight and four specimens (juvenile individuals and females in equal proportions), respectively (1– 3 x10 3 /m2). Ecology and distribution. Amphibiont. Occurs both in water bodies and in soil. Recorded from South Africa, Sumatra, and the Galapagos Archipelago; relatively widespread in Asian region (Heyns 1968; De Ley & Coomans 1995; Peña-Santiago 2006). Repeatedly noted in Vietnamese water bodies (Gagarin & Nguyen 2005a; Nguyen & Nguyen 2005; Gagarin & Nguyen 2008a, b). 32. * Laevides laevis (Thorne, 1939)Thorne, 1974 — {50, 52, 53} (0, 11, 0, 0; 4) Population structure and abundance. At site 52—one male, at sites 50 and 53, respectively—three juveniles, four females, three males (~4 x10 3 /m2) and 19 juveniles, four females, four males (10 x10 3 /m2). Ecology and distribution. Amphibiont. Dwells in terrestrial and aquatic habitats. Cosmopolitan (Heyns 1968; Gagarin 1992). Not previously registered in Vietnam.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 0.006 |
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".