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
Sleep paralysis (SP) is a brief paralysis experienced when falling asleep or waking up. It is often accompanied by vivid imagery and extreme fear. In addition to the fear during episodes, people often report marked distress following episodes. With the goal of developing an integrative account of SP postepisode distress, we examined the effects of several potential determinants of postepisode distress sampled from diverse domains: characteristics of the SP episodes (reported fear and vividness of experiences during SP and frequency of episodes), psychological distress sensitivity, supernatural beliefs about SP experiences, and cognitive style. All factors made independent contributions to postepisode distress. A conceptually derived path model integrating these separate factors was tested and largely corroborated. An analytic cognitive style had both direct and indirect effects on postepisode distress. Postepisode distress was found to be approximately equally affected by contextual, cognitive, and affective variables.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.021 |
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