Author Page for Ken Sugata

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Deep Learning on Routine Gram-Stain Images to Estimate ESBL Risk in Urinary Escherichia Coli and Distinguish Staphylococcus Aureus from Coagulase-Negative Staphylococci in Blood Cultures: Temporal and Leave-One-Site-Out External Validation in a Prospective Multicentre Diagnostic Study

Number of pages: 42 Posted: 18 Apr 2026

Hideki Mori, Norihiko Kubo, Tadayoshi Ono, Takaya Maruyama, Isoko Owan, Ken Sugata and Kazumi Yamasaki

NHO Nagasaki Medical Center, NHO Beppu Medical Center, NHO Nagasaki Kawatana Medical Center, Mie Prefectural Ichishi Hospital, NHO Okinawa Hospital, NHO Mie National Hospital and NHO Nagasaki Medical Center

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Ken Sugata

NHO Mie National Hospital

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Scholarly Papers (1)

Deep Learning on Routine Gram-Stain Images to Estimate ESBL Risk in Urinary Escherichia Coli and Distinguish Staphylococcus Aureus from Coagulase-Negative Staphylococci in Blood Cultures: Temporal and Leave-One-Site-Out External Validation in a Prospective Multicentre Diagnostic Study

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