Internal medicine journal
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Internal medicine journal · Aug 2023
Machine learning models automate classification of penicillin adverse drug reaction labels.
There is a growing interest in the appropriate evaluation of penicillin adverse drug reaction (ADR) labels. We have developed machine learning models for classifying penicillin ADR labels using free-text reaction descriptions, and here report external and practical validation. ⋯ These models have practical applications in detecting individuals suitable for penicillin ADR evaluation. Implementation studies are required.
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Internal medicine journal · Aug 2023
Historical epidemics of scrub typhus in Queensland and Papua New Guinea.
Undifferentiated febrile diseases (e.g., Mossman fever) from northern Queensland were eventually partially attributed to mite-transmitted rickettsial infections known as scrub typhus or tsutsugamushi fever. Scrub typhus became a major medical threat to military operations in Papua New Guinea during the Second World War and killed more Australian soldiers than malaria in the pre-antibiotic era. ⋯ Occasional small epidemics of scrub typhus still occur during military exercises in Queensland, but as scrub typhus is not a reportable disease, its presence in the civilian community is largely unknown. Increased use of serological testing in patients with fever and rash illnesses after exposure in northern Queensland is likely to show that scrub typhus is a modern infection that remains treatable with antibiotics once it is identified.