Changes of FASH ultrasound findings in TB-HIV patients during anti-tuberculosis treatment
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
Ultrasound findings of extra-pulmonary tuberculosis (TB) have been well-described, particularly in human immunodeficiency virus (HIV) co-infected patients, and are often used as a basis of diagnosis in high-prevalence settings. Changes in findings during anti-tuberculosis treatment are less well documented. We present a single-centre case series of 21 TB-HIV co-infected individuals with typical ultrasound findings present at baseline. In 16/21 (76%) patients, all findings had resolved by month 3 of treatment. In patients with persistent ultrasound findings at 3 months, non-adherence, drug resistance, chronic disease, immune-reconstitution inflammatory syndrome and alternative diagnoses were identified. Follow-up ultrasound at month 3 may help identify high-risk cases.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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