PAX volume 11 issue 1 Cover and Back matter
Bibliographic record
Abstract
AIMS AND SCOPE.Palliative & Supportive Care publishes papers on psychiatric disorders and their management in the palliative care setting, including but not limited to depression, delirium, anxiety, and posttraumatic stress disorder and bereavement.Evolving constructs of particular relevance to the interface of psychiatry/psychology and palliative medicine, such as demoralization, meaning, dignity, hopelessness, will to live, suffering, and developmental growth at the end of life are a major focus of this journal.Research focusing on these issues, including epidemiology, diagnostic screening, assessment, management, and intervention drug and psychotherapy trials, are also addressed.In addition, the journal provides a forum for the discussion of psychosocial and sociocultural matters such as caregiver burden, health care provider burnout, counseling interventions, the impact of psychosocial factors related to intervention of pain and physical symptom control, and communication issues.The journal features full-length research reports and review articles as well as short communications.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.713 | 0.630 |
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 source (direct Gemma or distilled Codex), 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".