Monitoring Lithium in Breast Milk: An Individualized Approach for Breast-Feeding Mothers
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Lithium is a drug of choice for the management of bipolar disorder, a disease frequently affecting women in their childbearing years. Unfortunately, this drug has typically been contraindicated in nursing women. Data in humans are limited with respect to the use of this drug in lactating women, and early reports suggest high excretion into milk. The purpose of this report was to verify the excretion of lithium into human milk and to assess infant safety after breast-feeding. The authors found wide interpatient variability in lithium dose offered to the infant through breast milk (from 0% to 30% of maternal weight-adjusted dose), indicating that therapeutic drug monitoring of lithium in milk and/or in infant's blood, coupled with close monitoring of adverse effects, is a rational approach. Since therapeutic drug monitoring of lithium is routine, physicians caring for these women and infants should be encouraged to individualize their recommendations.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 it