Frequency-Domain Photoacoustic Phase Spectroscopy: A Fluence-Independent Approach for Quantitative Probing of Hemoglobin Oxygen Saturation
Bibliographic record
Abstract
In this paper, it is shown that the phase of the frequency-domain photoacoustic (PA) signal can be used to measure the absorption coefficient (μ <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">α</sub> ) of the chromophore. This method can be referred to as a calibration-free approach in the sense that it is not affected by the attenuation of fluence in the tissue. This helps to enhance the accuracy of quantitative PA functional imaging. However, the premise for employing the aforementioned method is that chromophore geometry should be known a priori. As a proof of applicability of the theory, the method was applied to a simplified geometry and the extension of the method to more complicated geometries is discussed. One of the key subjects of functional imaging in medicine is blood. Parameters such as total hemoglobin concentration and hemoglobin oxygen saturation are valuable for diagnostics as well as for treatment of many diseases. The developed method was employed for in vitro monitoring of blood oxygenation on heparinized sheep blood and is applicable to characterization problems in biological tissues and other turbid media.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".