Species-Specific Primers Designed from RAPD Products for<i>Bithynia funiculata,</i>the First Intermediate Host of Liver Fluke,<i>Opisthorchis viverrini</i>, in North Thailand
Bibliographic record
Abstract
Bithynia funiculata is the first intermediate host of the human liver fluke Opisthorchis viverrini in northern Thailand but its identification through morphological analysis is often problematic due to the shortage of gastropod taxonomists. As a consequence, we focused on the development of species-specific primers for use as an identification tool. Our work involved recovery of a 502-base pair (bp) amplicon of unknown function through species-specific primers whose effectiveness was tested by analyzing specimens of B. funiculata from 3 locations in northern Thailand. This primer set did not amplify other species in the Bithyniidae or in other gastropod families. By providing a tool to confirm morphological identifications of B. funiculata, and by enabling the identification of juvenile specimens and those with damaged shells, these primers will improve estimates of the prevalence of parasitic infections in this snail.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".