Profile of Obstetrics Fistula Clients; is the trend changing?
Bibliographic record
Abstract
Aims: To assess the changes in the profiles of obstetric fistula clients. Methods: This was a retrospective review of the medical records of all obstetric fistula clients managed by the Oyo state fistula team at University College Hospital and Adeoyo Maternity Hospital Ibadan, Nigeria. A proforma was used to extract information on socio-demographic and obstetric characteristics of clients and was analyzed using SPSS 25.0. Level of significance was set at P <0.05. Results: The median age and number of pregnancy with occurrence of fistula were 34 years and 2 respectively. Above a quarter (32.2%) had at least secondary level of education, three quarter (75.2%) were currently married and about half were traders. Only 20 (22%) booked the pregnancy that resulted in fistula with 44 (44.9%) delivering through cesarean section. Majority 70 (72.9%) of the fetuses were stillbirth. Conclusions: The widely held believe of a typical obstetric patient still holds but substantial cases of fistula occurred in multiparous women and at older age.
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How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".