Estimation of bilirubin using BiliChek™, a transcutaneous bilirubin measurement device: Effects of gestational age and use of phototherapy
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Heel puncture to obtain bilirubin measurements is painful for infants and distressing for parents. Transcutaneous bilirubin measurement using BiliChek (Respironics, USA) is easily performed in any setting. Reliable transcutaneous testing should decrease the number of painful procedures in otherwise well infants, reduce the volume of phlebotomy losses in ill newborns, and reduce the need for hospital or specialized clinic visits after discharge. OBJECTIVE: To correlate bilirubin measurements using the transcutaneous device BiliChek with 'gold standard' serum measurements in well term infants, and in ill term and preterm infants admitted to the authors' neonatal intensive care unit. METHODS: The study consisted of two phases. In phase 1, informed consent was obtained from mothers of 99 healthy, full-term infants not receiving phototherapy to perform both serum and transcutaneous bilirubin measurements at the time of heel puncture for routine neonatal screening. In phase 2, 56 infants in the neonatal intensive care unit had a total of 99 transcutaneous readings performed at the time serum bilirubin measurements were ordered for clinical reasons by the attending staff. The operators of the transcutaneous device, who were unaware of the serum bilirubin levels, performed readings within 1 h of the heel puncture. RESULTS: Using a Bland-Altman comparison in the well term infants, the transcutaneous measurements were -32.2 mumol/L to +31.2 mumol/L (1.96 SD); however, 79 (79.8%) of the transcutaneous measurements were within 15 mumol/L of the serum measurements. The variation in preterm infants was greater at -69.6 mumol/L to +62.0 mumol/L, and only 49 (49.5%) were within 15 mumol/L. For infants receiving phototherapy, the variation was -76.3 mumol/L to +49.5 mumol/L, but improved to -40.4 mumol/L to +31.0 mumol/L if an area of skin was patched for testing, approximating the group not receiving phototherapy. CONCLUSIONS: Transcutaneous bilirubin measurements obtained with the BiliChek instrument were accurate for measuring bilirubin levels in term jaundiced infants not receiving phototherapy and in those receiving phototherapy if an area of skin was patched. The instrument was not as sensitive in the small sample of preterm infants, and a larger study is required before recommending the use of this instrument in this population.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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