Perceptions of People Who Stutter: Re-Assessing the Negative Stereotype
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
A common finding of past research is that people who stutter are stereotyped as being more guarded, nervous, self-conscious, tense, sensitive, hesitant, introverted, and insecure than nonstutterers. Using an innovative survey method, two questions studied were (1) whether individuals who have on-going contact with the same stutterer share the negative stereotype identified by past research, and (2) whether there are differences in perceptions of speech fluency between stutterers and their listeners. Responses of 114 friends and colleagues of stutterers found those who had on-going contact with at least one stutterer have less stereotypical attitudes than the general population, and significant differences in perceptions about normalcy of speech were noted for people who stutter and those with whom they interact.
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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 | 0.000 | 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 | 0.000 | 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) | 0.004 | 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 it