A case study evaluation of an intervention aiming to strengthen the midwifery professional role in Morocco: anticipated barriers to reaching outcomes
Bibliographic record
Abstract
BACKGROUND: In order to reduce the high maternal mortality ratio, Morocco is strongly committed to strengthen its midwifery professional role. This study aimed to identify barriers that could potentially hinder an action plan to strengthen the midwifery professional role from achieving desired outcomes. We used a conceptual framework, which is derived from Hatem-Asmar's (1997) framework on the interaction of educational, professional, and sociocultural systems in which a professional role evolves and from Damschroder et al's (2009) framework for the implementation analysis. METHODS: This paper builds on a qualitative case study on the factors affecting the action plan's implementation process that also revealed rich data about anticipated barriers to reaching outcomes. Data were collected through training sessions, field observations, documents, focus groups (n=20), and semistructured interviews (n=11) with stakeholders pertaining to the three systems under study. Content analysis was used to identify themes related to barriers. RESULTS: Seven barriers that may compromise the achievement of desired results were found. They relate to the legal framework, social representations, and media support in the sociocultural system and the practice environment, networks and communication mechanisms, and characteristics related to the role and the readiness in the professional system. CONCLUSION: Disregarding sociocultural and professional system level, barriers may impede efforts to strengthen the midwife's role and to provide qualified midwives who can improve the quality of maternal care. Making changes in the educational system cannot be thought of as an isolated process. Its success is closely tied with multiple contextual factors pertaining to the two other systems. Activities recommended to address these barriers may have great potential to build a competent midwifery workforce that contributes to positive maternal and neonatal health outcomes.
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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 | 0.021 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| 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".