Understanding Mental and Physical Fatigue Complaints in Those With Depression and Insomnia
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
Fatigue is a concern for both people with insomnia and with depression, yet it remains poorly understood. Participants (N = 62) included those meeting Diagnostic and Statistical Manual of Mental Disorders (4th ed., text revision) criteria for insomnia and major depressive disorder (MDD). Multiple regression examined sleep, mood, activity, and cognitive factors as predictors of mental and physical fatigue. Only the cognitive factors (i.e., unhelpful beliefs about sleep and symptom-focused rumination) were predictive of both physical and mental fatigue. Beliefs about not being able to function and needing to avoid activities after a poor night of sleep were related to both types of fatigue. Targeting these beliefs via cognitive therapy and encouraging patients to test maladaptive beliefs about sleep may enhance fatigue response in those with MDD and insomnia.
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 | 0.000 | 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) | 0.000 | 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