<title>Modeling light reflection from colored filament assemblies</title>
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
The model describes the reflection, refraction and absorption of light rays by a single cylindrical filament according to the classical laws of optics. The overall light transmittance and reflectance of a single filament are then assumed to apply to an entire layer of such filaments. The optical behavior of the entire filament assembly is derived by adding successive filament layers, with the same optical characteristics, to those already present. The model describes the effects of varying the relative refractive index of the filament material and the filament radius on the transmittance and reflectance of the filament matrix, and in individual filaments, influences the perceived color depth. The dye may be evenly distributed throughout each filament or located in a ring close to the filament periphery. The model also considers the case where filaments near the surface of the assembly are colored while those in the interior are not. The results are discussed in relation to practical coloration experience.
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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 | 0.000 | 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) | 0.001 | 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