Three-dimensional/Four-dimensional Ultrasonography to Detect Fetal Brain Damage
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
Understanding the pattern of maturation of the fetal brain sets the stage for ultrasonographic documentation of neural development or damage. General movements and primary reflexes are the expression of spinal motor activity in the first half of pregnancy, but increasingly complex functions denote the switch over from initial spinal control to a higher control in the second half of the pregnancy. Both the Prechtl Neurologic Assessment and the Amiel-Tison Neurologic Assessment at Term have been used as the basis for proposed three- and four-dimensional ultrasonographic criteria of central nervous system optimality and fetal central nervous system compromise. The predictive value of such imaging is limited by its “hands-off” observation and the immaturity of the fetal brain, but the possibility of employing such advanced imaging holds great promise.
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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 | 0.001 |
| 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) | 0.001 | 0.001 |
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