Parental Contextual Factors and Decision-Making Related to Periviable Birth: An Integrative Review
Bibliographic record
Abstract
Parents facing a periviable birth, or birth before 25 weeks of gestation, commonly engage in antenatal consultation with healthcare providers to determine a plan of care. Parents’ pre-existing contextual factors, beliefs, and values influence their decisions regarding birth and the care of their infant. This study aims to understand the role of parental contextual factors and best-practices to their integration during antenatal consultation The Whittemore and Knafl (2005) approach to conducting an integrative review along with thematic analysis was employed to determine and present the findings. Results describe three themes related to how contextual factors influence parental decision-making: personal values and hope, religion, and cultural and racial contexts. Parental contextual factors are important to integrate during antenatal consultation, yet how to do this is relatively understudied. A more thorough understanding will facilitate more individualized and effective counselling approaches for parents facing periviable birth.
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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 | 0.006 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".