Association Between the Quality of Contraceptive Counseling and Method Continuation: Findings From a Prospective Cohort Study in Social Franchise Clinics in Pakistan and Uganda
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Bibliographic record
Abstract
<h3>ABSTRACT</h3> Quality of family planning counseling is likely associated with whether or not women continue to use the same contraceptive method over time. The Method Information Index (MII) is a widely available measure of contraceptive counseling quality but little is known about its association with rates of method continuation. The index ranges from 0 to 3 based on a client9s answer to whether she was told about other methods, potential side effects with her chosen method, and what to do if she experienced side effects. Using data from a prospective cohort study of 1,998 social franchise clients in Pakistan and Uganda, we investigated the relationship between reported baseline MII and the risk of method continuation over 12 months using survival analysis and Cox proportional hazard models. At baseline, about 65% of women in Pakistan and 73% of women in Uganda reported receiving information about all 3 MII aspects. In Pakistan, 59.4% of the 165 women who stopped using their modern method did so while still in need of contraception. In Uganda, of the 77 women who stopped modern method use, 64.9% discontinued while in need. Despite important differences in the demographics and method mix between the 2 countries, we found similar associations between baseline MII and discontinuation: in both countries as the MII score increased, the risk of discontinuation while in need decreased. In Pakistan, the risk of contraceptive discontinuation was 64% lower (crude hazard ratio [HR<sub>crude</sub>]=0.36; <i>P</i>=.03), and 72% lower (HR<sub>crude</sub>=0.28; <i>P</i>=.007), among women who were told about any 2, or any 3 aspects of MII, respectively. After adjusting for additional covariates, only the difference in the risk of contraceptive discontinuation between MII=3 and MII=0 remained statistically significant (HR<sub>adj</sub>=0.35; <i>P</i>=0.04). In Uganda, women who reported being informed about all aspects of MII were 80% less likely to discontinue while in need (HR<sub>adj</sub>=0.20; <i>P</i><.001), women informed about any 2 aspects of MII were 90% less likely (HR<sub>adj</sub>=0.10; <i>P</i><.001), and women who were informed about any 1 aspect of MII were 68% less likely (HR<sub>adj</sub>=0.32; <i>P</i><.02) to discontinue contraceptive use while in need as compared to women who reported not being informed about any aspect of MII. Baseline MII scores were positively associated with method continuation rates in our sample of clients from social franchises in both Pakistan and Uganda and could potentially be used as an indicator of contraceptive counseling quality.
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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 | 0.015 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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