Leptospirose (Morbus Weil) in Augsburg
Bibliographic record
Abstract
HISTORY: Three unrelated patients presented within three months at the Central Hospital of Augsburg, Southern Germany, with jaundice of initially unknown etiology. Patient (Pt.) 1, a 51-year old man was admitted with a history of nausea, vomiting, diarrhea, jaundice and anuria. Pt. 2 was a 58-year-old man who had fever and shivering, and had developed jaundice after a fishing-trip to Canada. Pt. 3 was a 66-year-old woman who presented at the Emergency Unit with recently developed jaundice and pain in the right lateral epigastric area. INVESTIGATIONS: Laboratory results showed elevated levels for bilirubin, CK, BUN, creatinine and low thrombocytes in patients 1 and 2. An elevated lipase level was found in Pt 1, while Pt 3 had an elevated bilirubin and thrombocytopenia. In Pt 1 and 2 active leptospirosis was diagnosed by serological tests. The third patient showed a subsided leptospirosis, the jaundice having been due to a histologically confirmed drug-associated hepatitis. TREATMENT AND COURSE: Patients 1 and 2, who had active disease, showed the full-blown clinical picture of Weil's disease with jaundice, renal failure and thrombocytopenia. After administration of penicillin G and a third generation cephalosporin (ceftriaxone), respectively, all symptoms disappeared. The 66-year-old woman (Pt 3) developed pneumonia and died of multiple organ failure. CONCLUSION: Leptospirosis is an important differential diagnosis in patients with recent onset of jaundice and acute renal failure. A detailed history may offer the crucial hint and serological tests provide proof. The clinical outcome mainly depends on starting antimicrobial therapy with penicillin G or a third generation cephalosporin as soon as practicable.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".