‘I Was Just Screeching!’: Comparing Child and Parent Derived Measures of Distress
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Two studies explored relationships between children's (2-13 years old) descriptions of how much they had cried and two other ways of assessing children's distress during injuries and subsequent hospital treatment, one parent-generated and the other child-generated. In the first study, 201 2- to 13-year-old children's descriptions of crying were compared with parental ratings of child distress, and in the second, these two measures plus a Faces Pain Scale were compared for 71 2- to 6-year-olds. Children's self-descriptions of crying were highly similar to parental ratings at all ages, but the Faces Pain Scale had less similarity to other measures, especially for younger preschoolers. Findings suggest that children's self-descriptions of emotional reactions may be a useful tool for assessing children's distress for real-world events with no adult witnesses.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it