Acceptability and feasibility of a screening protocol for antenatal depression (SPADe) in Blantyre District, Malawi
Bibliographic record
Abstract
BACKGROUND: Depression is one of the most common perinatal mental health problems that affect pregnant women. Antenatal depression can adversely affect the well-being of the pregnant woman and her foetus. Depression is rarely detected by midwives due to the unavailability of relevant screening instruments in Malawi. A Screening Protocol for Antenatal Depression (SPADe) was developed and recommended for possible use to screen for depression in antenatal clinics in the country. The acceptability and feasibility of using the SPADe protocol to screen for depression has not been established. The aim of this study was to assess the acceptability and feasibility of screening for depression by midwives using SPADe in antenatal clinics in Blantyre district. METHODS: This study used a quantitative survey design to collect data among 60 midwives in three antenatal clinics in primary care settings. All inclusive sampling of all 60 midwives were used. The Structured Assessment of FEasibility and Ottawa Acceptability of Decision Rules Instruments were used to collect the data. Descriptive statistics and Chi square tests were used to analyse the data. RESULTS: This study found that it was feasible to implement SPADe and the following enablers for screening depression had the highest ratings: the SPADe is applicable to pregnant women (M = 3.9, sd = 0.4); the intended goal of the SPADe matches the prioritised goals of Malawi Ministry of Health (M = 3.9, sd = 0.5); and the SPADe is likely to be effective (M = 3.8, sd = 0.6). On the other hand, barriers for implementing the SPADe were: the need for specific training to deliver the SPADe (M = 3.7, sd = 0.7); ongoing support and supervision (M = 3.5, sd = 0.8); and additional resources (M = 3.0, sd = 0.9). This study also found that the implementation of the SPADe was acceptable to respondents. The overall mean score for respondents on acceptability of screening antenatal depression using SPADe was found to be high (M = 4.6, sd = 0.6). However the differences in the respondents' mean scores on acceptability of screening for depression in antenatal clinics using SPADe in relation to their demographic characteristics were not significant (p > .05). CONCLUSION: This study suggests that midwives feel that it is feasible and acceptable for them to implement the SPADe in antenatal clinics with ongoing training, support and clinical supervision.
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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 | 0.000 |
| 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 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".