Direct and Transform Methods to Higher Derivatives of Ki(x)
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Bibliographic record
Abstract
Higher derivatives and associated polynomials of the standard Nield-Kuznetsov function of the second kind are investigated in this work. Two approaches are introduced in this work. The first, is the direct method of differentiation and generalization of the nth derivative. This approach is dependent on higher derivatives of the Nield-Kuznetsov function of the first kind. The second is the transform method in which integral transforms associated with the Nield-Kuznetsov function of the second kind are introduce first, and higher derivatives are then obtained. The transform method is independent of the direct higher derivatives of the Nield-Kuznetsov function of the first kind. Both approaches are important in practical and theoretical mathematical analysis, and both give rise to associated Airy polynomials, discussed in this work.
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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 | 0.000 |
| 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) | 0.003 | 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