Elements of fatherhood involved in the gestational period: a scoping review
Bibliographic record
Abstract
OBJECTIVE: To identify in the literature and summarize the elements and characteristics of fatherhood involved during pregnancy. METHOD: Scoping review that used PRISMA-ScR guide to report this review. Searches were carried out in PubMed, CINAHL, PsycInfo, LILACS and Scopus. Google search engines and public health agency websites assisted in searches of gray literature and Rayyan in screening studies. RESULTS: A total of 406 articles were identified, of which 16 made up the final sample. Five elements make up an involved fatherhood: feeling like a father, being a provider and protector, being a partner and participant in pregnancy, participating in prenatal appointments and feeling prepared to take care of a baby. CONCLUSION: Fathers want to be involved in prenatal care, but feel excluded from this process. Public policies that encourage paternal involvement and healthcare professional training to better welcome and promote paternal involvement are of paramount importance.
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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 | 0.013 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.016 | 0.017 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| 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".