Microsatellite markers for <i>Hebeloma</i> species developed from expressed sequence tags in the ectomycorrhizal fungus <i>Hebeloma cylindrosporum</i>
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The increasing number of expressed sequence tag (EST) projects dedicated to ectomycorrhizal fungi is translating into the release of large sets of ESTs. The aim of this study was to develop and test simple sequence repeat (SSR) markers from EST databases of the model ectomycorrhizal fungus Hebeloma cylindrosporum . Six SSR markers were found to be both unambiguously scorable and polymorphic among 12 H. cylindrosporum isolates. Two SSR markers were transferable to other Hebeloma species and one marker was interestingly found to be polymorphic among seven H. crustuliniforme isolates.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it