TY - JOUR
T1 - Temporal discontinuity trials and randomization
T2 - Success rates versus design strength
AU - Knaeble, Brian
AU - Kummerfeld, Erich
N1 - Publisher Copyright:
© 2024 Walter de Gruyter GmbH, Berlin/Boston.
PY - 2024/1/1
Y1 - 2024/1/1
N2 - Objectives: We consider the followingcomparative effectiveness scenario. There are two treatments for a particular medical condition: a randomized experiment has demonstrated mediocre effectiveness for the first treatment, while a non-randomized study of the second treatment reports a much higher success rate. On what grounds might one justifiably prefer the second treatment over the first treatment, given only the information from those two studies, including design details? This situation occurs in reality and warrants study. Methods: We consider a particular example involving studies of treatments for Crohn's disease. In order to help resolve these cases of asymmetric evidence, we make three contributions and apply them to our example. Results: First, we demonstrate the potential to improve success rates above those found in a randomized trial, given heterogeneous effects. Second, we prove that deliberate treatment assignment can be more efficient than randomization when study results are to be transported to formulate an intervention policy on a wider population. Third, we provide formal conditions under which a temporal-discontinuity design approximates a randomized trial, and we introduce a novel design parameter to inform researchers about the strength of that approximation. Conclusions: Overall, our results indicate that while randomization certainly provides special advantages, other study designs such as temporal-discontinuity designs also have distinct advantages, and can produce valuable evidence that informs treatment decisions and intervention policy.
AB - Objectives: We consider the followingcomparative effectiveness scenario. There are two treatments for a particular medical condition: a randomized experiment has demonstrated mediocre effectiveness for the first treatment, while a non-randomized study of the second treatment reports a much higher success rate. On what grounds might one justifiably prefer the second treatment over the first treatment, given only the information from those two studies, including design details? This situation occurs in reality and warrants study. Methods: We consider a particular example involving studies of treatments for Crohn's disease. In order to help resolve these cases of asymmetric evidence, we make three contributions and apply them to our example. Results: First, we demonstrate the potential to improve success rates above those found in a randomized trial, given heterogeneous effects. Second, we prove that deliberate treatment assignment can be more efficient than randomization when study results are to be transported to formulate an intervention policy on a wider population. Third, we provide formal conditions under which a temporal-discontinuity design approximates a randomized trial, and we introduce a novel design parameter to inform researchers about the strength of that approximation. Conclusions: Overall, our results indicate that while randomization certainly provides special advantages, other study designs such as temporal-discontinuity designs also have distinct advantages, and can produce valuable evidence that informs treatment decisions and intervention policy.
KW - discontinuity design
KW - experimental control
KW - opposites
KW - randomization
UR - https://www.scopus.com/pages/publications/85209718437
UR - https://www.scopus.com/pages/publications/85209718437#tab=citedBy
U2 - 10.1515/em-2023-0042
DO - 10.1515/em-2023-0042
M3 - Article
AN - SCOPUS:85209718437
SN - 2194-9263
VL - 13
JO - Epidemiologic Methods
JF - Epidemiologic Methods
IS - 1
M1 - 20230042
ER -