Pulmonary and Renal Toxoplasmosis in an Immunocompetent Adult Patient
Bibliographic record
Abstract
Toxoplasmosis is caused by the protozoan parasite Toxoplasma gondii ( T. gondii ), which is one of the most widespread zoonotic pathogens known today. It is a global health hazard as they infect 30-50% of the world’s human population. Acute toxoplasmosis is usually asymptomatic and self-limited in immunocompetent people, recovering without treatment and do not require specific therapy. Therefore, rare complications are associated with infection in the individuals with normal immune systems. However, we present a rare case of an immunocompetent man with acute T. gondii infection confirmed by serology, subsequently presented with two life-threatening organ dysfunctions: severe renal and pulmonary involvement, requiring hospitalization and anti-parasitic treatment. J Med Cases. 2023;14(2):50-53 doi: https://doi.org/10.14740/jmc4029
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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 | 0.002 |
| 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 | 0.001 |
| 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 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".