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. 2022 Feb 17;5:21. doi: 10.1038/s41746-022-00560-6

Table 1.

Characterization of the Chatbot—Health Contexts and Core Features.

Evaluation criteria n (%)
Context of interaction
User (n = 140a)
 Patients 74 (52.86)
 Healthcare providers 6 (4.29)
 Any user 60 (42.86)
 Undetermined 0 (0)
Health domain areas (n = 152a)
 Mental health 22 (14.47)
 Primary care 47 (30.92)
 Otherb 83 (54.61)
 Undetermined 0 (0)
Theoretical or therapeutic frameworkc(n = 79a)
 Yes 6 (7.59)
 No 73 (92.41)
Undetermined 0 (0)
Level of personalization
Automation (n = 78)
 Yes 47 (60.26)
  Implicit 0 (0)
  Explicit 47 (100.00)
 No 29 (37.18)
Undetermined 2 (2.56)
Target (n = 47)
 Individuated 47 (100.00)
 Categorical 0 (0)
Aspects of system (n = 48d)
 Content 43 (89.58)
 User interface 5 (10.42)
 Delivery channel 0 (0)
 Functionality 0 (0)
Additional features (n = 128a)
Appointment scheduling 7 (5.47)
Clinic/services locator 5 (3.91)
Create account 8 (6.25)
Decision aid support 8 (6.25)
Embodied conversational agent/chatbot 5 (3.91)
Integration of videos 6 (4.69)
Main menu/navigation bar 5 (3.91)
Push notifications/reminders to use 26 (20.31)
Required purchase to use 5 (3.91)
Redirect to doctor/therapist 6 (4.69)
No additional features 19 (14.84)
Undetermined 3 (2.34)
Othere 25 (19.53)
Mobile/Web Access (n = 88a)
Mobile 78 (88.64)
Web 10 (11.36)
Undetermined 0 (0)
Security (n = 78)
E-mail verification 9 (11.54)
Text verification 3 (3.85)
Social media verification 1 (1.28)
Passcode to access app 1 (1.28)
No security elements 62 (79.49)
Undetermined 2 (2.56)
Privacy (n = 81a)
HIPAA 10 (12.35)
Child Online Privacy and Protection Act (COPPA) 3 (3.70)
Medical disclaimer 13 (16.05)
Other privacy elementsf 2 (2.47)
No privacy elements 51 (62.96)
Undetermined 2 (2.47)

aTotal sample size exceeds 78 because the healthbot can fulfill multiple categories.

bOther: anethesiology, cancer, cardiology, dermatology, endocrinology, genetics, medical claims, neurology, nutrition, pathology, and sexual health.

cModels: Cognitive Behavioral Therapy (CBT), Dialectic Behavioral Therapy (DBT), Stages of Change/Transtheoretical Model.

dTotal sample size exceeds 47 because the healthbot can fulfill multiple categories.

eOther: Billing; Bluetooth Connection to Health Device; Clarity of text/images (Chen); Connect to store; Emergency Mode for Urgent Matters; Forum or Social Network (Chen); Gamification (Chen); GPS (Chen); Internal search function (Chen); Lab Results/Health History; Link to additional information; Order Tests / Medication; Tracker for food or symptoms.

fOther privacy elements include: encrypted data disclaimer, app-specific privacy policy.