How to Train Your Chatbot: Information-Theoretic Foundations of Diagnostic Questioning in Inborn Errors of Immunity Article

Lugo Reyes, Saul O, Vasquez Echeverri, Estefania, Bustamante Ogando, Juan Carlos et al. (2026). How to Train Your Chatbot: Information-Theoretic Foundations of Diagnostic Questioning in Inborn Errors of Immunity . ALLERGY, 10.1111/all.70483

International Collaboration

cited authors

  • Lugo Reyes, Saul O; Vasquez Echeverri, Estefania; Bustamante Ogando, Juan Carlos; Castano-Jaramillo, Lina M; Velez Tirado, Natalia; Venegas Montoya, Edna; Tarango Garcia, Alejandro; Gomez Tello, Hector; Palma, Alejandro; Oleastro, Matias; Scheffler Mendoza, Selma Cecilia; Espinosa-Padilla, Sara Elva; Guani Guerra, Eduardo; Ale, Hanadys; Yamazaki-Nakashimada, Marco A; Sullivan, Kathleen E; Murata, Chiharu

authors

publication date

  • August 14, 2026

published in

keywords

  • Allergy
  • COGNITION
  • Immunology
  • Life Sciences & Biomedicine
  • Science & Technology
  • diagnostic reasoning
  • differential diagnosis
  • entropy
  • human-AI comparison
  • immune deficiency
  • inborn errors of immunity
  • information gain
  • large language models
  • medical history
  • question prioritization

Digital Object Identifier (DOI)

publisher

  • WILEY