Monoclonal antibodies for fumonisins B<sub>1</sub>, B<sub>2</sub>and B<sub>3</sub>
Bibliographic record
Abstract
There has been only one report of fumonisin antibodies produced from a fumonisin-bovine serum albumin (BSA) immunogen in the past. Other, more exoteric, carriers, such as cholera toxin and keyhole limpet hemocyanin, have also been used. The resulting antibodies have a wide range of sensitivity and selectivity for the most common fumonisins B1, B2 and B3. We report on fumonisin monoclonal antibodies produced in typical fashion from an immunogen consisting of FB1 conjugated to BSA through its terminal amino group. These antibodies have excellent cross-reactivity with the three main fumonisins: FB1, 100%, FB2, 94%, and FB3, 72%, adequate sensitivity with an IC50 of 430 ng/mL for FB1, and show excellent correlation between ELISA and total fumonisins as determined by HPLC, with a slope of 0.985 and an r2 of 0.987.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".