Bibliographic record
Abstract
In January 2007, Andrew Speaker (Speaker) underwent a chest X-ray and CT scan, which revealed an abnormality in his lungs. However, tests results indicated that he did not have tuberculosis (TB). In March 2007, Fulton County officials informed Andrew Speaker that he was diagnosed with a form of non-infectious form of tuberculosis. He was prescribed a regimen of first-line anti-TB drugs. Fulton County officials confirmed the positive TB result, and further tests were ordered. These tests indicated that Speaker had MDR-TB. Fulton County officials told Speaker not to travel abroad for his upcoming wedding in Europe; however, he ignored them. Unbeknownst to any health official, Speaker departed Atlanta for Europe on May 12, 2007. Two weeks later, the Center for Disease Control (CDC) informed him that his diagnosis had changed and that he had a drug-resistant form of tuberculosis named XDR-TB. Speaker was in Rome at the time. CDC officials directed him to turn himself into Italian authorities for isolation and asked that he not return home on commercial airlines. Speaker was even placed on a no fly list by the CDC. Again, Speaker ignored CDC officials and returned to the United States via Canada. From Prague, Speaker flew back to Montreal on two commercial aircrafts, and on May 25, 2007, Speaker entered the United States from Canada by car. Despite being aware of the border alert, the border guard allowed Speaker into the United States. Once in the United States, CDC officials served Speaker with an isolation order and hospitalized him at Bellevue Hospital in New York City. CDC officials placed him in a secure part of the hospital, where he underwent a medical evaluation to determine the status of his TB. Speaker was then allowed to return to Atlanta, where he faced intense media scrutiny. He then was transferred to the National Jewish Medical Center in Denver for further treatment of his XDR-TB. Eventually, however, officials downgraded his diagnosis to MDR-TB as they had originally. Speaker had surgery to remove the lung infected with MDR-TB at the end of July, and he was declared non-contagious.Clearly, Speaker sparked significant interest in public health on both the national and international levels. Speakers initial disregard for United States authority created an opportunity for criticism of local, state, and federal public health laws, while Speakers subsequent disregard of authorities while abroad allowed for questioning of international public health law and in particular, the effectiveness of the International Health Regulations. This overview explains certain areas of national and international public health law, and Speakers impact on these areas.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| 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 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".