Factors affecting survival of infants with myelomeningocele in southeastern Uganda
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
OBJECT: The survival of infants treated for myelomeningocele (MM) and hydrocephalus in Uganda is unknown. This study investigated 5-year survival and the factors that influenced death in these patients. METHODS: All 140 children from 16 contiguous districts in southeastern Uganda presenting to CURE Children's Hospital of Uganda for repair of MM prior to 6 months of age between December 2000 and December 2004 comprised the study cohort. Nine patients died within 1 month (6.4% operative mortality) and were excluded from further analysis. Sixty-seven (51%) required treatment for hydrocephalus. Survival status could not be determined for 3 patients (2%). Circumstances of death were ascertained by hospital record or interview. The Kaplan-Meier method was used for survival analysis. Association between survival and district of origin, age at MM closure, MM lesion level, presence of hydrocephalus, and method of hydrocephalus treatment were investigated. RESULTS: The median follow-up was 86 months. Seventy-three children (56%) were alive at the time of the study, and 81 (63%) had survived more than 5 years. The under-5 mortality rate was 37% (2.5 times greater than the general population). Only 4 deaths appeared directly related to hydrocephalus or MM. There was no significant association between survival and age at MM closure, MM lesion level, presence of hydrocephalus, or its method of treatment. Mortality was lower, approaching that for their unaffected peers, in districts with community-based rehabilitation programs (p = 0.001). CONCLUSIONS: Community-based support following surgical interventions for MM and hydrocephalus appears essential to the continued survival of these children in Africa.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 | 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 it