Bibliographic record
Abstract
Coeff6 is a program, written in Visual Basic 6.0, for the purpose of creating and manipulating tables of electron stopping powers and photon interaction coefficients for elements and composite materials. It is acompanied by an extensive library of electron stopping power and photon interaction coefficient data, and information concerning the composition of a number of composite materials that are useful in radiation physics. It includes routines for creating tables of these data and for displaying them in graphical form. There is also a collection of both photon and electron spectra and of routines for creating, manipulating and displaying them. The spectra can be used to calculate various quantities averaged over them and are useful for demonstrations and for calculating parameters used in dosimetry. Coeff6 also includes other procedures and demonstrations that may be generally useful in the teaching and learning of radiation physics. The source of the data in the Coeff6 library are websites hosted by NIST. Coeff6 , in executable form along with the library of data, can be obtained from the author on a CD.
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) | 0.000 | 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) | 0.000 | 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".