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Table 8 Predicted diseases: case of the acute HIV-1 infection

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 HIV-1 infection

Epidemic hepatitis A

2

Polyneuropathy

Acute Q fever

3

Acute viral meningitis

Acute pharyngitis

4

West Nile fever

Polyneuropathy

5

Cat-scratch disease

Lymphocytic choriomeningitis

6

Acute Q fever

Herpes labialis

7

Epidemic hepatitis A

Side effects of interferon

8

Chronic fatigue syndrome

Sepsis

9

Sepsis

Chronic fatigue syndrome

10

Toxoplasmosis

Retropharyngeal infection

 

…

 
  1. Cited case: Acute HIV-1 infection [26]
  2. Loss functions: A-NDCG: Approximate NDCG loss; MSE: Mean Squared Error
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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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