Contemporary clinical conversations about stuttering: How clinically important is mental health during management of early stuttering?
Bibliographic record
Abstract
PURPOSE: To discuss how clinically important mental health is during management of early stuttering. To inform early-career clinicians and students of speech-language pathology about contemporary views on this issue. METHOD: The issue was discussed by three speech-language pathologists and a clinical psychologist. Written conversational turns in an exchange were limited to 100 words each. When that written dialogue was concluded, the moderator summarised the discussion. RESULT: All agreed that it is essential to take account of mental health during management of early stuttering. CONCLUSION: The following key points were raised: a) There is a prominent risk that a child with early stuttering will be or will become socially anxious, b) parent anxiety is a clinical consideration, c) support and counselling of children and parents needs to be within the scope of speech-language pathology practice, and d) referral of a child or parent, or both, to a clinical psychologist may be required, facilitated by formal testing if needed.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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 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".