Pre-European contact leprosy in the Americas and its current persistence
Bibliographic record
Abstract
Leprosy, caused primarily by Mycobacterium leprae , is considered a disease introduced into the Americas during European colonization. However, the recent discovery of a second pathogen causing leprosy, M. lepromatosis , mainly found in the Americas, challenges this view. Here, we show that M. lepromatosis infected humans in the Americas before European contact. By screening 389 ancient and 408 contemporary samples, we have expanded the genetic data available for the species. Phylogenetic analyses revealed distinct human-infecting clades of M. lepromatosis , with one dominating North America since colonial times. The presence of millennia-old strains in North and South America indicates that M. lepromatosis may have been widespread during the Late Holocene, demonstrating that M. lepromatosis leprosy has a long-standing history in the Americas before European arrival.
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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) | 0.000 | 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 | 0.000 |
| 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 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".