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Table 7 Predicted diseases: case of the acute intermittent porphyria

From: Design, implementation, and evaluation of the computer-aided clinical decision support system based on learning-to-rank: collaboration between physicians and machine learning in the differential diagnosis process

 

A-NDCG

MSE

1

Acute intermittent porphyria

Acute intermittent porphyria

2

Diabetic coma imminent state

Enterohemorrhagic e. coli (EHEC) infection

3

Pesticide poisoning, Organophosphate toxicity

Visceral rupture

4

Lead poisoning (almost chronic)

Fibromyalgia (fibrositis)

5

Heat stroke (hyperthermia)

Cancerous peritonitis

6

Cytomegalovirus infection

Withdrawal symptoms of alcohol and drugs

7

Visceral rupture

Colorectal cancer

8

Hyponatremia

Irritable bowel syndrome, Functional dyspepsia (FD)

9

Portal vein obstruction

Drugs (laxatives, etc.)

10

Acetaminophen poisoning

Eating disorder

 

 
  1. Cited case: Acute intermittent porphyria [25]
  2. Loss functions: A-NDCG: Approximate NDCG loss, MSE: Mean Squared Error