645. Rapid Versus Conservative Tuberculosis De-isolation Policy Impact Assessment: Province-wide Retrospective Review of 2017-2020, British Columbia, Canada
Bibliographic record
Abstract
Abstract Background Tuberculosis (TB) remains a significant global health threat. Upon diagnosis, patients with pulmonary TB are required to undergo specific isolation precautions to prevent further disease transmission. Current practice typically mandates isolation for at least two weeks post-diagnosis, with extended periods for those found to have positive sputum acid fast bacilli (AFB) smear results. The most recent Canadian Tuberculosis Standards (2022) and other international groups have suggested that the decision to discontinue TB airborne isolation should be made based on length of effective treatment rather than bacteriological endpoint (i.e. Sputum AFB results and culture results). Sputum-based (Conservative) de-isolation determination Methods This is a retrospective analysis of newly diagnosed drug susceptible pulmonary TB cases between 2017 and 2020 in British Columbia, Canada. By comparing rapid (defined in Table 1) and conservative (defined in Table 2) isolation determination policies, and estimating recommended isolation periods for each, we aim to quantify isolation periods and assess whether adopting the rapid de-isolation determination protocol would significantly reduce airborne isolation durations. Treatment based (Rapid) de-isolation determination Results We identified a total of 952 cases with drug susceptible pulmonary TB. Among the 952, the mean age was 54 years (SD 22). With regards to sputum AFB smear status, 351 (37%) had a negative AFB smear at baseline and 355 (37%) remained sputum AFB smear positive for over 90 days (did not meet conservative de-isolation criteria). Among the remaining 246 cases, 82 converted their AFB smear status to negative within less than 28 days from the first positive sputum AFB smear sample. Based on sputum AFB smear status alone, we found that rapid de-isolation determination would have resulted in a median of 10 (IQR 62) fewer days of isolation. Conclusion Adopting a rapid de-isolation determination protocol would result in substantial reductions of isolation durations for patients with drug-susceptible pulmonary TB. Updated evidence-based TB de-isolation guidelines emphasizing effective treatment duration, such as the new recommendation from the National TB Coalition of America, can significantly reduce patients' harm and health system costs of unnecessarily prolonged isolation. Disclosures All Authors: No reported disclosures
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| 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 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".