Cardiovascular Evaluation of Fetal Anemia due to Alloimmunization
Bibliographic record
Abstract
OBJECTIVE: To evaluate the cardiovascular impact of fetal anemia. METHODS: We reviewed 53 echo-Doppler studies from 24 fetuses with anemia due to alloimmunization. RESULTS: There was no difference between the severe and nonsevere anemia for heart rate, cardiothoracic ratio, and contractility. There was an increased left ventricular dimension, peak velocities of the middle cerebral artery (MCA) and a decreased pulsatility index of the umbilical artery (UAPI) in the severe group. The combination of MCA and UAPI had a high sensitivity (86%), specificity (91%), positive (80%) and negative (94%) predictive value as well as positive predictive likelihood ratio (9.6) to detect severe anemia. CONCLUSION: Standard echocardiograhic parameters are not useful to correlate anemia. The combination of MCA and UAPI improves the accuracy to detect severe anemia.
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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".