Bibliographic record
Abstract
This review explored the experience of hospitalization and the experience of cancer patients who were undergoing Ear Nose and Throat [ENT] surgery. Hospitals, which were designed with treatment and healing in mind, are known to be the source of uncontrollable noise, physicians who talk in a language that patients do not understand. Entering the hospital as a patient, one becomes part of that very complex system, which may include being treated as a ‘nonperson,' not getting enough information, and losing control of daily activities. Hospitalized patients' social contact is limited to interaction with the medical staff which thus become a key factor in determining the quality of care, and whether the patients can successfully cope with the stress of their hospitalization experience.Loneliness was found to be associated with a range of negative physical health outcomes such as dementia, increased blood pressure, suicidal thinking and unhealthy and damaging behaviors such as smoking, excess alcohol consumption and lack of exercise leading and contributing to increased mortality. Being, both, hospitalized and in the midst of a frightening illness they experience loneliness and isolation.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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".