Small Wins for Small Babies: Celebrating Weekly Successes Helps Parents Cope With the <scp>NICU</scp> Hospitalisation
Bibliographic record
Abstract
AIM: To describe the implementation and evaluation of an intervention to celebrate babies' weekly achievements in the neonatal unit (prolonged hospitalisations) and examine parental perspectives. METHODS: In a feasibility study, 92 parents reported the lack of optimism in the NICU, that clinicians often focused on what was going wrong; they recommended weekly celebration of accomplishments. The formats recommended were both physical (certificate given to parents) and virtual (text message). Inclusion criteria were baby > 1 week of life, likely survival, predicted hospitalisation > 1 month and parental consent. Parental perspectives were investigated using mixed methods with a questionnaire after discharge. RESULTS: The parents of 93 babies received weekly certificates (100% participation). The length of stay was on average 104 days, for a total of 1182 certificates/text messages received. 45% answered the questionnaire. The overall evaluation of parents was 9.1 of10; 88% reported it helped them cope with hospitalisation. Parental answers to open-ended questions were all positive and invoked gratitude, empowerment, patience and hope. CONCLUSION: Weekly text messages and certificates celebrating babies' accomplishments were appreciated and helped parents cope. It is possible to instil healthy optimism in the NICU.
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.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".