Stress Induced Hyperbilirubinemia; Biochemical Changes in Some Neonates
Bibliographic record
Abstract
Cases of neonatal jaundice due to Hyperbilirubinemia abound with some resulting in mortality especially arising from complications in Ceaserean Section. We studied biochemical patterns of some enzymes, hormones and other parameters in 1 - 4 days old neonates. Using spectrophotometnc and radioimmunoassay techniques we measured biochemical liver function parameters bilirubin, transaminases and gammaglutamyltransferase. Hormonal evaluation included cortisol, glucagon and adrenocortical hormone. Using SPSS version 23, paired sample test at 95% confidence intervals of difference shows 2 tail significance for bilirubin, transaminase; giucagon, cortisol and ACTH. Paired sample correlation also showed strong negative pattern with days. We conclude that the interplay of nervous system and self-regulating influence of stress hormones coupled with an immature liver triggers the formation of excess bilirubin.
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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 | 0.000 | 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 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".