Regional estimation of the dielectric properties of the breast: Skin, adipose, and fibroglandular tissues
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
A technique is presented that may be used to estimate dielectric properties in regions of an inhomogeneous dielectric object. For this preliminary investigation, we assume that the object may be characterized as having three distinct regions: a thin outer layer with uniform thickness and an interior with two regions having dissimilar dielectric properties. The technique is carried out in two steps. First, ultrawideband (UWB) reflection data are used to construct models indicating locations of the regions of interest. These reconstruction models are incorporated into the second step of the procedure which estimates the mean regional dielectric properties. The performance of the proposed technique is demonstrated with both reflection and transmission data generated by a 2D numerical model.
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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) | 0.000 | 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