Plant-Parasitic Nematodes Associated with Highbush Blueberries (<i>Vaccinium corymbosum</i>) in the Pacific Northwest of North America
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
Blueberries (Vaccinium spp.) are an important agricultural crop in the Pacific Northwest of the U.S. and coastal British Columbia of Canada. Three separate surveys were conducted to elucidate the occurrence and distribution of plant-parasitic nematodes in the Pacific Northwest and British Columbia. Plant-parasitic nematodes were detected in 73% of the surveyed blueberry fields. The two most commonly encountered plant-parasitic nematodes in all geographical locations surveyed were Paratrichodorus spp. and Pratylenchus spp. Xiphinema americanum was also detected during the surveys, but was geographically limited to southern Washington and the Willamette Valley of western Oregon. Five other plant-parasitic nematode genera/families were detected during the surveys, but never at high frequencies.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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