An observation of ovoviviparity in the Baleh Water Skink, \nTropidophorus sebi Pui, et al., 2017
Bibliographic record
Abstract
Tropidophorus sebi is a semi-aquatic skink, known to \nbe restricted to Putai in the Upper Baleh region of Kapit \nDistrict, central Sarawak, East Malaysia, on the island \nof Borneo (1.5946°N, 113.7898°E; datum WGS84; Pui \net al., 2017). The only known aspect of its life history is \nthat it inhabits rocky streams. On 16 April 2020, at 19:44 \nh, a gravid T. sebi (snout–vent length, SVL = 91.5 mm; \ntail tip missing) was collected from within a rock crevice \n17 cm deep, at the edge of a small rocky stream (1–4 \nm wide, 15–40 cm deep), in a hill dipterocarp forest. A \nvisual inspection of its venter revealed two late-stage \nembryos and it weighed 16 g (Fig. 1). The individual \nwas fitted with a BD–2T transmitter (Holohil Limited \nSystems, Canada) and observed for 8 days (18–26 April \n2021), as part of a larger study of the spatial ecology and \nthermoregulation in this species.
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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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".