Axenic Culture of <i>Schistosoma mansoni</i> Sporocysts in Low O <sub>2</sub> Environments
Bibliographic record
Abstract
Recent successes in culturing intramolluscan larval stages of Schistosoma mansoni have relied on synxenic culture with a cell line (Bge) developed from embryos of a molluscan host Biomphalaria glabrata. To further facilitate progress toward control of schistosomiasis, a system for axenic in vitro culture of the parasite has now been developed. When culture media were preconditioned by Bge cells, sporocysts lived longer in vitro and produced more offspring. Because Bge-derived components could be protecting sporocysts from oxidative stress, axenic sporocysts were cultured at lowered O2 levels. In an hypoxic environment, S. mansoni sporocysts grew well and produced daughter sporocysts continuously under axenic conditions and in a medium completely lacking host molecules. Sporocyst production occurs independently of host influence.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".