Tiredness, Fatigue, and Exhaustion in the Context of a Major Depressive Disorder
Bibliographic record
Abstract
Framed in a multimethod design using ethnoscience and grounded theory, the purpose of this study was to characterize the attributes of tiredness, fatigue, and exhaustion, and to explore their influences on illness experiences in individuals with major depressive disorder. Two domains, mind (attributes: cognitive function, sleep quality, emotional reactivity, social interaction) and body (attributes: stamina and control over body processes), were identified. These attributes changed qualitatively with participants' progression from tiredness to fatigue and from fatigue to exhaustion, and determined whether participants "faced outward" to engage with others or "faced inward" to protect energy reserves--a decision largely influenced by the capacity "to hold up a mask" to conceal symptoms. The mask was energy depleting, and if participants could not hold up their mask, they withdrew to preserve energy. Findings regarding the role of the mask could contribute to the development of patient self-care strategies and caregiver interventions.
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.
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 | 0.009 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 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".