| Challenge | Recommendations |
---|---|---|
Study population | Dealing with participation bias | • Keep non-response or loss to follow-up to a minimum |
 | • Responders and non-responders | • Characterize non-responders or those lost to follow-up |
 | • articipants and non-participants | • Control for extent and direction of bias in final data analysis |
 | • Different types of participants |  |
 | • Participants lost to follow-up for the clinical assessment Finding an adequately sized and well-matched control group | • In case the number of controls is insufficient: incorporate other types of control subjects |
 |  | • Choose types of controls that are representative of the study population |
 |  | • Characterize and control for differences between survivors and controls |
 |  | • Compare self-reported data with an more objective source, such as medical records or registries |
Data collection | Validating instruments for data collection | • Conduct reliability studies to account for inter- and intra- observer variation |
 |  | • If possible, use data collection instruments that allow for one investigator to analyse collected data (observer bias) |