Skip to main content
. 2025 Aug 25;25:1129. doi: 10.1186/s12913-025-13184-9

Table 1.

Characteristics of the sources of evidence by optimisation target

Optimisation target n (%)
Characteristic Overall N = 183 Implementation N = 39 Intervention N = 142 Both N = 2
Year of publication
 2013 15 (8.2%) 3 (7.7%) 11 (7.7%) 1 (50%)
 2014 14 (7.7%) 1 (2.6%) 12 (8.5%) 1 (50%)
 2015 11 (6.0%) 2 (5.1%) 9 (6.3%) 0 (0%)
 2016 4 (2.2%) 2 (5.1%) 2 (1.4%) 0 (0%)
 2017 6 (3.3%) 2 (5.1%) 4 (2.8%) 0 (0%)
 2018 7 (3.8%) 0 (0%) 7 (4.9%) 0 (0%)
 2019 17 (9.3%) 5 (13%) 12 (8.5%) 0 (0%)
 2020 15 (8.2%) 4 (10%) 11 (7.7%) 0 (0%)
 2021 17 (9.3%) 3 (7.7%) 14 (9.9%) 0 (0%)
 2022 32 (17%) 9 (23%) 23 (16%) 0 (0%)
 2023 22 (12%) 1 (2.6%) 21 (15%) 0 (0%)
 2024 23 (13%) 7 (18%) 16 (11%) 0 (0%)
Setting
 Community health 92 (50%) 18 (46%) 72 (51%) 2 (100%)
 Hospitals 51 (28%) 21 (54%) 30 (21%) 0 (0%)
 General population 20 (11%) 0 (0%) 20 (14%) 0 (0%)
 Education 11 (6.0%) 0 (0%) 11 (7.7%) 0 (0%)
 Clinical 7 (3.8%) 0 (0%) 7 (4.9%) 0 (0%)
 Other 2 (1%) 0 (0%) 2 (1.4%) 0 (0%)
Optimisation framework used 44 (24%) 14 (36%) 30 (21%) 0 (0%)
 MOST 28 (15%) 1 (2.6%) 27 (19%) 0 (0%)
 PDSA 11 (6.0%) 9 (23%) 2 (1.4%) 0 (0%)
 Lean 3 (1.6%) 3 (7.7%) 0 (0%) 0 (0%)
 Model for improvement1 1 (0.5%) 1 (2.6%) 0 (0%) 0 (0%)
Optimisation success defined 20 (11%) 7 (18%) 13 (9.2%) 0 (0%)
Optimisation successful 134 (73%) 27 (69%) 105 (74%) 2 (100%)
Study design
 Factorial 69 (38%) 9 (23%) 58 (41%) 2 (100%)
 Fractional factorial 8 (4.4%) 1 (2.6%) 7 (4.9%) 0 (0%)
 RCT2 46 (25%) 3 (7.7%) 43 (30%) 0 (0%)
 Pre-post 22 (12%) 18 (46%) 4 (2.8%) 0 (0%)
 Crossover 16 (8.7%) 2 (5.1%) 14 (9.9%) 0 (0%)
 Cluster RCT2 7 (3.8%) 3 (7.7%) 4 (2.8%) 0 (0%)
 SMART 5 (2.7%) 0 (0%) 5 (3.5%) 0 (0%)
 Other 10 (5.5%) 3 (7.7%) 7 (4.9%) 0 (0%)
Adaptive design used 2 (1.1%) 0 (0%) 2 (1.4%) 0 (0%)
Statistical framework
 Frequentist 181 (99%) 39 (100%) 140 (99%) 2 (100%)
 Bayesian 2 (1.1%) 0 (0%) 2 (1.4%) 0 (0%)
Country
 USA 69 13 56 0
 UK 32 4 28 0
 Australia 13 5 6 2
 Canada 10 4 6 0
 Netherlands 9 1 8 0
 Spain 6 1 5 0
 China 5 1 4 0
 France 5 0 5 0
 Germany 5 2 3 0
 India 5 1 4 0
 Sweden 5 1 4 0
 Other3 37 8 29 0

1One study used both PDSA and Model for improvement

2RCT Randomised control trial

3Other countries include: Switzerland, Belgium, Ireland, Italy, Romania, Botswana, Brazil, Côte d’Ivoire, Cameroon, Poland, Egypt, Ethiopia, Finland, Israel, Japan, Malawi, New Zealand, Pakistan, Rwanda, Nigeria, Singapore, South Africa, Austria, United Arab Emirates, Taiwan (Republic of China), Puerto Rico