What Do Patients and Families Want From a Child Neurology Consultation?
Bibliographic record
Abstract
Understanding what patients and their parents want is essential to plan appropriate patient-centered care. Questionnaires were distributed to 500 consecutive children and parents seen for their first pediatric neurology consultation. Both patients and their families answered questions about their expectations of the consultation, their level of worry, and the Penn State Worry Questionnaire. The 5 most important issues for the parents were to get information, to work with the doctor to manage the problem, to have questions answered, to find out what was wrong, and to discuss the impact on the child's life. The children had very similar priorities. The 5 least important concerns for parents were to get a prescription, blood tests, to talk to others with similar problems, to get a radiograph/computed tomography/magnetic resonance imaging (MRI) and to be told nothing is wrong. The pediatric neurologists did well in anticipating these priorities but had more difficulty appreciating parent and patient level of worry.
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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 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".