Table 3 Results of the reader study in the gastroscopy data set.
From: Weakly supervised end-to-end artificial intelligence in gastrointestinal endoscopy
ICD | Diagnosis | Typical | Not typical | Missing | Device | Artifact |
---|---|---|---|---|---|---|
B37 | Candidiasis | 0.68 | 0.18 | 0.03 | 0.07 | 0.03 |
K26 | Duodenal ulcer | 0.60 | 0.23 | 0.00 | 0.15 | 0.02 |
K20 | Oesophagitis | 0.57 | 0.32 | 0.02 | 0.08 | 0.02 |
K22 | Other diseases of oesophagus | 0.55 | 0.15 | 0.22 | 0.05 | 0.03 |
C15 | Malignant neoplasm of oesophagus | 0.50 | 0.13 | 0.13 | 0.18 | 0.05 |
K29 | Gastritis and duodenitis | 0.48 | 0.23 | 0.03 | 0.18 | 0.07 |
C16 | Malignant neoplasm of stomach | 0.48 | 0.33 | 0.05 | 0.13 | 0.00 |
K25 | Gastric ulcer | 0.47 | 0.33 | 0.10 | 0.08 | 0.02 |
K92 | Other diseases of digestive system | 0.47 | 0.35 | 0.03 | 0.15 | 0.00 |
D13 | Benign neoplasm of other and ill-defined parts of digestive system | 0.42 | 0.32 | 0.07 | 0.18 | 0.02 |
K21 | Gastro-oesophageal reflux disease | 0.42 | 0.38 | 0.02 | 0.18 | 0.00 |
CXX | Malignant neoplasm of oesophagus or stomach | 0.40 | 0.17 | 0.12 | 0.28 | 0.03 |
R11 | Nausea and vomiting | 0.38 | 0.37 | 0.08 | 0.13 | 0.03 |
K31 | Other diseases of stomach and duodenum | 0.37 | 0.35 | 0.02 | 0.22 | 0.05 |
D37 | Neoplasm of uncertain/unknown behaviour, oral cavity/digestive organs | 0.37 | 0.43 | 0.02 | 0.17 | 0.02 |
R13 | Dysphagia | 0.28 | 0.47 | 0.12 | 0.10 | 0.03 |
I85 | Oesophageal varices | 0.27 | 0.48 | 0.03 | 0.20 | 0.02 |
D48 | Neoplasm of uncertain/unknown behaviour of other/unspecified sites | 0.25 | 0.43 | 0.07 | 0.23 | 0.02 |
K57 | Diverticular disease of intestine | 0.20 | 0.68 | 0.00 | 0.10 | 0.02 |
R12 | Heartburn | 0.18 | 0.65 | 0.05 | 0.10 | 0.02 |
K91 | Postprocedural disorders of digestive system, not elsewhere classified | 0.17 | 0.28 | 0.10 | 0.42 | 0.03 |
K44 | Diaphragmatic hernia | 0.12 | 0.57 | 0.00 | 0.30 | 0.02 |
R10 | Abdominal and pelvic pain | 0.10 | 0.75 | 0.08 | 0.05 | 0.02 |