Knowledge about unintended pregnancy shortly after childbirth: An issue of ineffective counseling or adherence?
Bibliographic record
Abstract
BACKGROUND: Being aware of the possibility of becoming pregnant shortly after childbirth before the resumption of the menstrual period is often overlooked but remains a significant contributor to unintended pregnancies and may lead to maternal and neonatal comorbidities. Exploring the extent of awareness and associated factors could help tailor more interventions toward reducing the rates of short-interval unplanned pregnancies. OBJECTIVE: This study explores the extent to which Ghanaian women are aware of the possibility of becoming pregnant shortly after childbirth before the resumption of the menstrual period and its associated factors. DESIGN: A cross-sectional study was conducted using the 2017 Ghana Maternal Health Survey. The women participants were sampled using a two-stage cluster sampling design. METHODS: We analyzed the 2017 Ghana Maternal Health Survey data of 8815 women who had given birth and received both antenatal care and postnatal checks after delivery in health facilities (private and public) and responded to questions on being aware of short interpregnancy intervals. A multivariable survey logistic regression was used for the analysis. RESULTS: Of the 8815 women, approximately 62% of women who received both antenatal care and postnatal examinations before discharge reported being aware of short interpregnancy intervals. Postnatal examination before discharge but not antenatal care was associated with a higher awareness of short interpregnancy intervals. Women who received a postnatal examination were more aware of short interpregnancy intervals than their counterparts (adjusted odds ratio = 1.29, 95% confidence interval: 1.03-1.61). Also, awareness of short interpregnancy intervals increased with age, education, knowledge of the fertile period, contraceptive use, and delivery via cesarean section. CONCLUSION: Over a decade following the initiation of Ghana's free maternal health policy, there remains a significant gap in the awareness of short interpregnancy intervals, even among women who received both antenatal pregnancy care and postnatal examinations before discharge. The unawareness of the short interpregnancy interval observed in approximately 38% of women raises concerns about the effectiveness of counseling or education provided during antenatal care and immediate post-partum care regarding birth spacing, contraceptive use, the timing of resumption of sexual activity, and the extent to which women adhere to such guidance.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.033 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".