Bridging National and International Midwifery Regulations: A Thematic Analysis of Italian Key Documents, Desk Review, and Normative Mapping
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study investigates the Italian regulatory landscape shaping the delivery of midwifery care and the midwifery profession. The primary objective was to identify and map relevant national and regional regulatory documents. A secondary aim was to compare three core national documents-the Code of Ethics, the Professional Profile, and the Educational Curricula-with the Professional Framework for Midwifery developed by the International Confederation of Midwives (2021). The study is a qualitative, two-phase exploratory design combining deductive thematic analysis and structured policy document review. In Phase I, a deductive thematic analysis was conducted using the ICM framework to assess the thematic alignment between international and national midwifery standards. Phase II involved a structured desk review identifying 141 regulatory documents, which were analyzed and mapped based on scope, origin, and relevance to midwifery care. Phase I findings revealed both thematic convergence and significant gaps, particularly regarding competencies, professional autonomy, midwifery-led care, and the role of professional associations. Phase II results highlighted a fragmented and inconsistent regulatory framework across regions, with a lack of specificity in policies supporting midwifery-led models, especially in sexual and reproductive health. Additionally, linguistic ambiguity in how "midwifery" is framed in Italian legal texts limits the profession's visibility and distinctiveness. This study outlines current regulatory complexities and discrepancies, providing a foundation for future policy development that better integrates midwifery within Italy's healthcare system in alignment with international recommendations.
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.
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 | 0.002 | 0.005 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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