Experimental and computational study of synchrotron X-ray micro-computed tomography imaging in peas and pinto beans after radiofrequency heating
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
Radiofrequency heating is volumetric heating based on the electrical properties of the sample; therefore, it is expected to generate micro explosions in the biological materials due to the presence of moisture under high power conditions. These micro explosions lead to micropore development and expansion of existing pores. The development of micropores in pinto beans and peas due to RF heating was characterised using a non-destructive BMIT beamline at the Canadian Light Source (CLS). Three-dimensional images were rendered from the X-ray images of the samples using BIOMEDISA, and the data were processed for statistical analyses and mathematical modelling to visualize the RF heating mechanism using MATLAB. The analyses included determining the pore volume fraction, porosity of different pinto beans and peas segments, and pore size distribution. This study validated the hypothesis that treating whole peas and beans with RF heating (dielectric heating) induces the formation of micropores.
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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 | 0.002 | 0.006 |
| Science and technology studies | 0.000 | 0.001 |
| 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