What Do Preschool-Aged Children Do When They Wake at Night: Toward an Understanding of Night-Waking Behaviors Among Community Children
Bibliographic record
Abstract
Little is known about behaviors displayed by preschoolers during night-waking. Mothers (N = 203) of community preschoolers completed the Children's Night-waking Behavior Scale and measures of night-waking, co-sleeping, and daytime behavior. Approximately 1/2 of wakings involved calling out, getting out of bed, and requests for comfort; 1/4 involved activity, fear, or instrumental requests. Specific associations between night-waking behaviors, night-waking, and bedtime and daytime behaviors were observed; associations were not consistent across child gender and age. For example, comfort requests were associated with mothers' perceptions of sleep as problematic in 4- and 5-year-old children only (ρ = .42); activity requests were associated with hyperactivity for boys only (r = .36). Understanding night-waking requires consideration of factors beyond parenting, such as children's behavior, age, and gender.
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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 | 0.001 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".