Near-infrared spectroscopy of the bladder: a new technique for studying lower urinary tract function in health and disease
Bibliographic record
Abstract
Background: Continuous wave near-infrared spectroscopy (NIRS) can monitor chromophore change in the bladder detrusor muscle during voiding; oxygenation and hemodynamic data derived differ in health and disease. Application of wireless NIRS for evaluation of voiding dysfunction would benefit children. Methods: Subjects: 20 children (4-17 yrs) [5 normal, 15 with urinary tract pathology]. Instrumentation: self-contained device weight 84 gm; 3 paired light emitting diodes (760/850 nm) in a spatially resolved configuration; source-detector separation distances (30, 35 and 40 mm); silicon photodiode detector; and Bluetooth®. Procedure: Transcutaneous monitoring (midline abdominal skin 2 cm above pubis) during spontaneous voiding (bladder contraction) of oxygenated (O<sub>2</sub>Hb), deoxygenated (HHb) and total hemoglobin (tHb) and tissue oxygen saturation index (TSI %) at 10 Hz. Results: All 20 trials produced clear graphic data with no movement effect evident. Comparison of patterns of chromophore change between normal and symptomatic subjects revealed trend differences in O<sub>2</sub>Hb and tHb. (Normal positive; Symptomatic negative, and TSI% fell in symptomatic group). Conclusions: Wireless NIRS is technically feasible in ambulant children. Negative trends in chromophore concentration and falls in TSI% suggest a hemodynamic impairment may underlie some forms of voiding dysfunction, with abnormal physiology involving the microcirculation possibly resulting in muscle fatigue during voiding.
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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 | 0.001 |
| 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 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".