Perceptions about the hospital environment from the perspective of high-risk puerperal women based on Florence Nightingale's theory
Bibliographic record
Abstract
OBJECTIVE: to understand the perceptions of high-risk puerperal women about the hospital environment based on Florence Nightingale's theory. High-risk postpartum period is the period of time when post-partum women care for their babies in the neonatal ICU, and experience high stress levels. METHODS: it is a qualitative study with narrative approach based on Florence Nightingale's theory, conducted at a public institution in southern Brazil, from January to March 2010. Seven mothers over 18 years with newborns admitted to the neonatal ICU were the research subjects. RESULTS: the contextualization of their narratives, the caring environment in which they experienced this particular stage in their lives, indicates that high-risk puerperal women seek ties and support. CONCLUSIONS: the challenge of spending an indefinite period of time in a strange environment, away from home, with their babies under the care of health professionals, while apart from their relatives, highlights the need for nursing care during this stage.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".