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
BACKGROUND: The only available data about tuberculosis (TB) among adolescents date back to the 1980s, although the incidence of tuberculosis has been increasing in this age group. METHODS: Medical records were reviewed for all adolescents aged 12 to 18 years hospitalized with the diagnosis of TB in Avicenne/Jean Verdier Teaching hospital (Seine-Saint-Denis, suburb of Paris) between September 2000 and December 2004. RESULTS: Of the 52 patients identified, 52% were female. Median age at diagnosis was 15 years (range, 12-18 years). The proportion of adolescents known to be born abroad was 90%. Diagnoses resulted from the examination of a sick child in 79% of cases, a case contact investigation of an adult suspected of having TB in 19% and routine tuberculin skin test in 2%. Twenty-seven of 52 patients (52%) had isolated pulmonary disease. Sixteen patients (31%) had pulmonary and extrapulmonary TB and 8 cases (17%) had exclusively extrapulmonary disease. The site of extrapulmonary TB included pleural (n = 8), meningitis (n = 4), lymph node (n = 4), peritoneal (n = 5), osteoarticular (n = 3) and genitourinary (n = 1). TB was confirmed by the isolation of Mycobacterium tuberculosis from sputum (n = 21), gastric aspirate (n = 8), bone (n = 1) or cerebrospinal fluid (n = 2). No case had a relapse or recurrence of disease in median 3.2 years of follow up. CONCLUSIONS: Our results indicate that demographic and clinical characteristics of adolescents with TB differed from adults and children. A specific approach to the prevention and treatment of TB in adolescents is absolutely necessary.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 |
| 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