Brief Report: Behaviors Identified by Caregivers to Detect Pain in Noncommunicating Children
Bibliographic record
Abstract
OBJECTIVE: To develop an observational measure, based on caregiver reports, to assess chronic pain in children with significant cognitive impairment who are unable to communicate verbally. The issue of whether these children share a core set of cues to express pain was investigated. METHODS: Specific pain cues were elicited during detailed interviews with 29 female caregivers of noncommunicating children. Pain cues were categorized by a two-stage Delphi process and cues indicating severe and definite pain identified. RESULTS: Six cues from five different categories were used by 90% of caregivers to identify definite or severe pain in their child. CONCLUSIONS: Although the specific expression of pain may be very individual, there is a shared set of core pain cues. The relationship between these cues and evidence of pain and distress is discussed.
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How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".