Depression and sexual dysfunction in chronic kidney disease: a narrative review of the evidence in areas of significant unmet need
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
People with chronic kidney disease (CKD) have a high symptom burden and experience poorer quality of life than the general population. People with CKD frequently report fatigue, anorexia, pain, sleep disturbance, itching and restless legs. Depression and sexual dysfunction may also be common in CKD, although questions about optimal diagnosis and treatment remain unanswered. People with kidney disease identify lifestyle and the impact of CKD on family and psychosocial supports as key priorities and rate symptoms such as sexual dysfunction and psychological distress as severe. Here, we outline the current state of research underlying depression and sexual dysfunction in this population focusing on prevalence, diagnosis, screening, outcomes and interventions and suggest areas requiring additional specific research.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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