Insights into Cucumber Immune Responses Against Biotic Stresses
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
This study introduces the immune response mechanism of cucumbers in response to biological stresses such as fungi, bacteria and viruses. Research has found that multiple transcription factors (such as WRKY, CRK), signaling pathways (such as jasmonic acid, ethylene, SA), antioxidant systems, and metabolites (such as glutathione, cucurbitacin) play key roles in the disease resistance process of cucumbers. Meanwhile, exogenous stimulants such as beneficial microorganisms and nano-selenium can enhance the resistance of cucumbers by activating defense genes and regulating reactive oxygen species metabolism. The application of molecular omics and transcriptomics has also promoted the discovery and functional research of disease-resistant genes. This study mainly sorts out the core mechanisms related to cucumber immunity, hoping to provide a theoretical basis for disease-resistant breeding and green prevention and control.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 it