Fetal Movements During Fetal Brain Death-Like Status
Bibliographic record
Abstract
The clinical features of fetal brain death syndrome include fixing of fetal heart rate (FHR) without decelerations and loss of fetal movements. Except the presence of fetal movements, the time course and outcomes of our current case are exactly the same as those in fetal brain death syndrome. A floppy female infant without detectable anomalies was delivered by cesarean section. The neonate weighed 2,782 g and Apgar scores were 0, 3 and 4 at 1, 5 and 10 minutes, respectively. An umbilical artery (UA) blood sample showed pH 7.373, PaCO 2 37.5 mm Hg and base excess -3.0 mEq/L, respectively. The etiological mechanism leading to the fetal movements in the current case is not clear. J Med Cases. 2014;5(11):601-602 doi: http://dx.doi.org/10.14740/jmc1974w
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".