Table 1.
All articles (n=415) | Articles with a definition of digital biomarker (n=128) | |
n (%) | n (%) | |
Publication year: median, range | 2020, 2014–2023 | 2021, 2015–2023 |
Type of articles | ||
Primary research | 283 (68.2) | 59 (46.1) |
Development of a digital biomarker* | – | 53 (41.4) |
Medical context | ||
Neurology | – | 25 (19.5) |
Cardiology | – | 3 (2.3) |
Endocrinology | – | 3 (2.3) |
Geriatrics | – | 3 (2.3) |
Psychiatry | – | 3 (2.3) |
Sleep medicine | – | 3 (2.3) |
Infectiology | – | 2 (1.6) |
Oncology | – | 2 (1.6) |
Psychology | – | 2 (1.6) |
Rheumatology | – | 2 (1.6) |
Addiction medicine | – | 1 (0.8) |
Not specified | – | 7 (5.5) |
Disease specific | ||
Dementia/MCI/CI | – | 16 (12.5) |
Parkinson’s disease | – | 5 (3.9) |
Diabetes | – | 3 (2.3) |
Alcohol use disorder | – | 2 (1.6) |
Arthritis | 2 (1.6) | |
COVID-19 | – | 2 (1.6) |
Multiple sclerosis | – | 2 (1.6) |
Not specified | – | 14 (10.9) |
Others* | – | 8 (6.2) |
Validation of a digital biomarker† | – | 35 (27.3) |
Reviews | 87 (21.0) | 50 (39.1) |
Editorials, opinions, perspectives, etc | 45 (10.8) | 19 (14.8) |
Journals | ||
Digital Biomarkers | 35 (8.4) | 15 (11.7) |
Journal of Medical Internet Research | 21 (5.1) | 5 (3.9) |
npj Digital Medicine | 19 (4.6) | 8 (6.3) |
Sensors (Basel, Switzerland) | 18 (4.3) | 2 (1.6) |
Frontiers in Digital Health | 16 (3.8) | 9 (7.0) |
JMIR mHealth and uHealth | 14 (3.4) | 7 (5.5) |
Scientific Reports | 12 (2.9) | – |
Frontiers in Psychiatry | 10 (2.4) | 6 (4.7) |
Other | 270 (65.0)† | 76 (59.4)‡ |
Affiliated country of corresponding authors§ | ||
USA | – | 69 (53.9) |
Switzerland | – | 22 (17.2) |
Germany | – | 16 (12.5) |
UK | – | 16 (12.6) |
Canada | – | 11 (8.6) |
France | – | 10 (7.8) |
Other | – | 90 (70.3) |
All extracted data are provided in online supplemental S2.
*Fewer than 2 articles.
†Fewer than 10 articles.
‡Fewer than 5 articles.
§More than 1 category possible.
.MCI, mild cognitive impairment.