Childbirth-Associated Fistula and Perineal Tears Repaired on Outreach Campaigns in Remote Democratic Republic of Congo
Bibliographic record
Abstract
Purpose: To describe the demographics and evaluate the repair of childbirth-associated injuries leading to incontinence in patients in remote Democratic Republic of Congo (DRC). Patients and Methods: Four surgical outreach campaigns were organised between March 2018 and October 2019. These campaigns specifically targeted women with incontinence secondary to childbirth-associated injuries. Patients were recruited on a voluntary basis, and locations included Katako-kombe (Sankuru province), Wamba (Haut Uelé province), Karawa (North Ubangi province) and Kipaka (Maniema province). Necessary care was provided along with informal teaching with local healthcare professionals. Results: A total of 481 patients,14– 71 years old with a mean of 32 years of age, were included in this study. The average duration of incontinence associated with a childbirth injury was 6.8 years. Vesicovaginal fistulas (277/481; 57.6%) and perineal tears (148/481; 30.8%) were predominant, while the combination of vesicovaginal and rectovaginal fistulas were seen in only 5 (1.0%) patients. Vaginal delivery (259/481; 53.9%), caesarean section (120/481; 25.0%) and laparotomy (hysterectomy) (102/481; 21.2%) were identified as the causes of the fistulas treated during the surgical campaign. Vesicovaginal fistulas were more likely to require complex repairs, as compared to rectovaginal fistulas and perineal tears ( P -value < 0.0001). As well, vesicovaginal fistulas were less likely to result in successful resolution of the incontinence when compared to rectovaginal fistulas and perineal tears ( P -value < 0.0001). Conclusion: Vesicovaginal fistulas are predominant among childbirth injuries encountered in remote DRC with poorly managed vaginal deliveries being the leading cause. Cure rate of fistulas and perineal tears is high during outreach campaigns; however, long-term follow-up is limited. There remains a need to train and mentor rural medical professionals in the DRC on adequate management of obstetric emergencies. Keywords: vesicovaginal fistula, rectovaginal fistula, perineal tears, childbirth injuries
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".