An Xray Microspectroscopy Study of Hemochromatosis Liver and Diabetic Mice Kidney Tissues Preliminary Observations
Why this work is in the frame
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Bibliographic record
Abstract
We report preliminary observations of tissue images and micro-XAFS using x-ray microscopy techniques. Tissue specimens from hemocromatosis liver and knockout mice kidney were the subjects of the investigation. The x-ray microprobe experiments were conducted with a micro beam from an undulator beamline equipped with a set of K–B mirrors. Microbeam XAFS studies at selected pixels of interest from the metal images were conducted. These techniques, together with optical and IR imaging provide a powerful tool for tissue analysis using synchrotron radiation. Preliminary Fe and Cu K-edge XAFS results from these experiments are reported and discussed.
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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