Aflatoxin risk in the era of climatic change-a comprehensive review
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 This review highlights the major influence that both climate change and aflatoxin contamination have on global food safety as it examines their complex relationship. Fungi such as Aspergillus flavus produce aflatoxins, which can seriously harm one's health by compromising the immune system and causing chronic disorders. The review looks at how temperature and humidity affect the production of aflatoxin. The evaluation of current models emphasizes the necessity for novel strategies and up-to-date climatic data. The changing climatic conditions are taken into consideration while discussing regulatory frameworks and international standards. Additionally, the paper explores cutting-edge sensing technologies for improved surveillance of aflatoxin contamination. Molecular markers and resistance characteristics are two areas of future investigation. In view of a changing climate, the conclusion emphasizes the continued difficulties in creating crops that are climate resilient and calls for cooperation in addressing aflatoxin problems.
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 | 0.000 |
| 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 | 0.000 | 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