Symptoms caused by <i>Cladosporium fulvum</i> and <i>Dothistroma septosporum</i> on their host plants.
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
<p>(A–D) Disease symptoms of <i>Cladosporium fulvum</i> on tomato. A) <i>C. fulvum</i> sporulating on the lower side of a tomato (<i>Solanum lycopersicum</i>) leaf two weeks post inoculation; B) Close-up of <i>C. fulvum</i> sporulating on the lower side of a single leaflet two weeks post inoculation; C) Runner hyphae of <i>C. fulvum</i> (GFP-transgenic strain) at the surface of the leaf; two of them are penetrating a stoma of tomato four days post inoculation; D) Conidiophores of <i>C. fulvum</i> (GFP-transgenic strain) emerging from a stoma at 10 days post inoculation. (E–H) Disease symptoms of <i>Dothistroma septosporum</i> on pine. E) Mortality of mature lodgepole pines (<i>Pinus contorta</i> var. <i>latifolia</i>) in northwest British Columbia, Canada caused by <i>D. septosporum</i>; F) Red band lesions with conidiomata on <i>Pinus radiata</i> needles; G) Penetration of hypha into stoma of <i>P. radiata</i> needle 4 weeks post inoculation; H) Eruption of conidiospores through epidermis of pine needle 8 weeks post inoculation.</p>
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.101 | 0.003 |
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