Admissions for Presumed Social Reasons: Epidemiology, Risk Factors, and Hospital Outcomes
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
“Social admission” is a non-diagnostic label referring to an admission to a hospital for which no medical or health condition is deemed amenable to reversibility or rehabilitation; rather, the patient's social circumstances are felt to be the sole cause of hospitalization. There is a growing realization that medical facilities are experiencing an increase in socially vulnerable patient presentations. Clinicians also face challenges in caring for this patient population, which may have atypical presentations in which medical and social complexity often align. To better understand individuals admitted for social reasons and to guide future care and research, we review (i) the epidemiology, (ii) risk factors, and (iii) health outcomes associated with being labeled as “social admission.” We draw attention to factors that may improve care for this patient population and offer potential solutions with clinical relevance. Clinicians should remain mindful that patients labelled as “social admissions” often have complex underlying medical problems, which may be acute, and are at high risk of poor outcomes.
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 | 0.003 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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