45 Using fetal ultrasound to predict developmental outcomes in children born with cardiac defects in Manitoba: A historical cohort study
Bibliographic record
Abstract
Abstract Background The cavum septum pellucidum (CSP) is a normal anatomical cavity found in the mid-brain of the fetus and is routinely imaged at the time of mid-pregnancy obstetrical ultrasound as part of anatomic survey. Presence of the CSP reflects intact intrahemispheric connections and an intact corpus callosum. The CSP space then closes by the time of birth or early infancy, however persistence of the CSP into adulthood has been described in those with the schizophrenic phenotype of DiGeorge syndrome. Preliminary work by our group in Manitoba has shown utility in measurement of CSP width to improve non-invasive prenatal diagnosis of DiGeorge syndrome among fetuses with and without conotruncal cardiac defects. However, there exists no information about the relationship between fetal CSP width and future neurodevelopmental outcomes, such as Bayley-III scores, in children with cardiac lesions in the absence of underlying genetic comorbidities. Objectives To determine the relationship between cavum septum pellucidum (CSP) width and neurodevelopment in children born with sever cardiac defects. Design/Methods This was a historical cohort study of children born with cardiac anomalies in Manitoba (2009-2019). Eligible children with developmental pediatric follow-up between ages 18-24 months corrected age were identified using a clinical repository. Post-processing measurement of fetal CSP at mid-gestation using stored obstetrical ultrasounds was performed by two blinded and independent reviewers in a standardized fashion. Ultrasound reports were also reviewed to collate data about routine fetal biometry and imaging data then linked to demographics, birth information, surgical details and neurodevelopmental outcomes (Bayley-III scales). Linear regression models were used to evaluate the relationship between CSP width and Bayley-III scores; inferential statistics were used to compare outcomes between groups (biventricular versus single-ventricle repair). Results 78 of 111 eligible cases had stored ultrasound images and included in the analysis. Most children were delivered at term following vaginal delivery (71%), with normal birthweight and Apgars. Median CSP width was 3.8mm (SD 1.2). There was a range conotruncal cardiac anomalies and 47% required single-ventricle repair. There was no obvious relationship between CSP width and Bayley-III motor (p=0.932) or cognitive domains (p0.686), however there was a trend towards larger CSP and higher Bayley-III language scores (p=0.049). Conclusion The influence of the deoxygenated blood on the developing fetal brain in modifying outcomes for children with severe cardiac defects needs future study to improve postnatal development in this high-risk group.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".