1. Expert Performance in Visual Differentiation of Bacterial and Fungal Keratitis
- Author
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Phit Upaphong, Manoj Vasudevan, Naveen Rao, Nakul Shekhawat, Mohamed Elghobaier, Napaporn Tananuvat, Sayali Pradhan, Suvitha Selvaraj, Vishal Jhanji, Diana Alvarez-Melloni, John K G Dart, Mohammad H. Dastjerdi, Menen Ayalew, Alan Sugar, Chris Estopinal, Vasudha Panday, Gerami D. Seitzman, Sonal S. Tuli, Jodhbir S. Mehta, Camila Kase, Michael Mimouni, Neha Shaik, Tyson Kim, Stephen D. McLeod, Brandon J. Lujan, Muthiah Srinivasan, Tanya Trinh, Nisha R. Acharya, Matilda Chan, Anna Hovakimyan, Prajna Lalitha, Elsie Chan, Y.Y. Choong, J. Peter Campbell, Joseph G. Christenbury, David Spokes, Bart T.H. van Dooren, Josephine Christy, Christine Martinez, Ruti Sella, Divya Karthik, Maria A. Woodward, Afshan A. Nanji, Nikhil Gokhale, Ashwin Balasubramanian, Audrey Talley Rostov, Faris Karas, Nathan Nataneli, Revathi Rajaraman, Meenu Chaudhary, N. Venkatesh Prajna, Rafael Martínez-Costa, Jeremy D. Keenan, David Liang, Ying Qian, Preethika Gandhi, Thomas M. Lietman, Tiru Krishnan, Sathish Devarajan, Aaleya Koreishi, Anitha Venugopal, Matthew Denny, Colleen Halfpenny, David G. Hwang, Elizabeth Viriya, Jennifer Rose-Nussbaumer, Rossen M Hazarbassanov, Thomas Chia, Adam Moss, Travis Redd, John Clements, Natalie Hernandez, Julie M. Schallhorn, Tomas Jaeschke, James Chodosh, Frank S. Hwang, Chulaluck Tangmonkongvoragul, and Lakshmi Kattana
- Subjects
medicine.medical_specialty ,education ,Expert Systems ,Diagnostic Techniques, Ophthalmological ,Infectious Keratitis ,Article ,Eye Infections, Bacterial ,Cornea ,Diagnosis, Differential ,Ophthalmology ,medicine ,Humans ,Fungal keratitis ,Corneal Ulcer ,Reference standards ,Bacteria ,business.industry ,Fungi ,Bacterial keratitis ,corneal ulcer ,medicine.disease ,medicine.anatomical_structure ,ROC Curve ,Area Under Curve ,business ,Eye Infections, Fungal ,Specialization - Abstract
This study quantifies the performance of an international cohort of cornea specialists in image-based differentiation of bacterial and fungal keratitis, identifying significant regional variation and establishing a reference standard for comparison against machine learning models.
- Published
- 2022