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. 2022 Mar 3;10(3):e28781. doi: 10.2196/28781

Table 1.

General characteristics of the selected studies.

Characteristic Value (n=97), n
Types of decision support

Detection, monitoring, and diagnosis 13

Early identification of clinical events 32

Outcome prediction and prognostic assessment 46

Treatment decisions 6
Population

Adult 82

Pediatric patients 8

Neonates 7
Medical setting

Single-center 65

Multicenter 32
Type of machine learning

Supervised learning 88

Unsupervised learning 3

Reinforcement learning 6
Type of variables

Demographic variables 74

Laboratory values 59

Vital signs 55

Scores 48

Ventilation parameters 43

Comorbidities 27

Medications 18

Outcome 14

Fluid balance 13

Nonmedicine therapy 10

Symptoms 7

Medical history 4
Type of evaluation method, na

Area under the receiver operating characteristic curve 57

Sensitivity 37

Specificity 31

Accuracy 24

Positive predictive value 11

aMore than 1 variable type could be used in each study.