Numerical simulation of Two-dimension transient temperature distribution in biological tissue generated by high power Laser
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Bibliographic record
Abstract
The rule of heat transfer that is irradiated by high power laser is discussed based on thermal conduction equations of biological tissue. The model of three layer skin tissue is built.The transient temperature distribution generated by pulse laser irradiation in biological tissue is numerical simulated using finite element method. Two-dimension transient temperature rise nephogram is come out.The temperature infection trend of radial and axis in biological tissue is studied because of changing pulse width andwaist radiusof laser.The results showthat radial temperature rise area and axis temperature rise depth in biological tissue increase with increasing waist radius.And the highest temperature of center in biological tissue decrease.The highest temperature of center in biological tissue increased with decreasing pulse width of laser.When skin tissue canceled out laser irradiation, the temperature rise in biological tissue should be able to last a long time. And the temperature will descend under reaching the peak.
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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