An Adaptation and Extension of the Attitudes Toward Seeking Professional Psychological Help Scale<sup>1</sup>
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
Despite its utility, several conceptual and methodological concerns are raised regarding Fischer and Turner's (1970) Attitudes Toward Seeking Professional Psychological Help Scale (ATSPPHS). These concerns were addressed in an adaptation and extension of the ATSPPHS using 208 adult volunteers. The new Inventory of Attitudes Toward Seeking Mental Health Services (IASMHS) consists of 24 items and 3 internally consistent factors: psychological openness, help‐seeking propensity, and indifference to stigma. We replicated this 3‐factor model with 293 university undergraduates, and established test‐retest reliability with 23 student volunteers. Validity was demonstrated by the ability of the IASMHS to distinguish between those who had and had not used mental health services in the past, and those who would and would not use these services in the future. It also discriminated between participants’ intentions to use professional and nonprofessional help. Finally, expected gender differences in help‐seeking attitudes were demonstrated.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it