Tuberculosis at Edendale Hospital in Pietermaritzburg, Kwazulu Natal, South Africa.
Bibliographic record
Abstract
SETTING: Edendale Hospital, Pietermaritzburg, KwaZulu Natal, South Africa, a 1275-bed hospital that serves a mainly ethnic African population of 1.6 million. OBJECTIVE: To describe the demographic and clinical characteristics of hospitalised active tuberculosis (TB) cases, and correlates of their in-hospital survival. METHODS: A retrospective cohort study of adult TB cases admitted to the medical wards, 16 November to 13 December 2001. RESULTS: Of 760 (28%) admissions, 215 had active TB, of whom 26.5% died in hospital. Patients were mostly young, first diagnosed on admission, and had pulmonary TB. Human immunodeficiency virus (HIV) co-infection was common and predicted by lower absolute lymphocyte count (OR 1.2, 95% CI 1.05-1.38). Extra-pulmonary TB, including pleural and pericardial, was significantly associated with not having HIV infection. In-hospital death was predicted by TB diagnosed prior to admission (OR 3.18, 95% CI 1.67-6.07), acquired immune-deficiency syndrome (AIDS) associated disease, and higher total leukocyte count--by higher leukocytes only in patients without AIDS (OR 8.52, 95% CI 2.67-27.13). CONCLUSION: Active TB was common in in-patients at an acute care hospital. TB patients presented late in disease and had high in-hospital mortality. Early detection and effective treatment of active TB in the community is likely to reduce hospitalisation and improve survival.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".