Research map: Reference-standard agreement versus clinical appropriateness: rethinking LLM evaluation in infectious diseases and clinical microbiology

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Papers in this map

  1. Algorithm aversion: People erroneously avoid algorithms after seeing them err. · Berkeley J. Dietvorst · 2014 · 2883 citations · Cited by this paper
  2. Added value of point-of-care testing for Group A Streptococcus in community pharmacy sore throat pathways: analysis of the Wales Sore Throat Test and Treat service · 2026 · Related
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  5. Large Language Model Influence on Diagnostic Reasoning · Ethan Goh · 2024 · 673 citations · Cited by this paper
  6. “Beyond Clinical Prediction Rules: What a Large Community Pharmacy Study Reveals About Point-of-Care Testing for Group A Streptococcus.” · 2026 · Related
  7. Burden of serious harms from diagnostic error in the USA · David E. Newman‐Toker · 2023 · 219 citations · Cited by this paper
  8. Assessment of Timing for Influenza Vaccination among Older Adults in Japan: The VENUS Study · 2026 · Related
  9. Impact of CLSI and EUCAST breakpoint discrepancies on reporting of antimicrobial susceptibility and AMR surveillance · Tomas-Paul Cusack · 2019 · 88 citations · Cited by this paper
  10. Transmission Pathways in Emerging Infections: Linking Clinical Presentation, Epidemiology, and Outbreak Potential in Humans · 2026 · Related
  11. Can Chatbot Artificial Intelligence Replace Infectious Diseases Physicians in the Management of Bloodstream Infections? A Prospective Cohort Study · Alexis Maillard · 2023 · 68 citations · Cited by this paper
  12. Pneumococcal disease outbreaks in sub-Saharan Africa: rethinking the paradigm in disease control · 2026 · Related
  13. Prompt Engineering in Clinical Practice: Tutorial for Clinicians · Jialin Liu · 2025 · 60 citations · Cited by this paper
  14. Transport delay of patient specimens undermines tuberculosis drug-resistance diagnostics: programmatic experience from a high-burden setting · 2026 · Related
  15. Comparing large language models for antibiotic prescribing in different clinical scenarios: which performs better? · Andrea De Vito · 2025 · 47 citations · Cited by this paper
  16. Optimizing dalbavancin dosing for complicated methicillin-resistant Staphylococcus aureus infections: a multicentre population pharmacokinetic study · 2026 · Related
  17. On ‘ground’ truth and why we should abandon the term · Iain Hector Woodhouse · 2021 · 25 citations · Cited by this paper
  18. Efficacy and safety of a radiographic severity-stratified all-oral short treatment regimen for multidrug/rifampicin-resistant tuberculosis in China: an open-label, multicentre, randomised controlled, noninferiority trial · 2026 · Related
  19. Testing intensity is part of the story in gonorrhoea and chlamydia burden · 2026 · Related

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