ORIENT: tOwaRds Informed dEcisions iN colorecTal cancer screening.
To tackle these long-lasting problems, the primary goal of this project is to develop and test a SDM tool through co-creation with the end-users tailored to their needs. Additionally, a personalised machine learning model is incorporated to enable GPs and patients to discuss CRC on a more personal level regarding the patient’s risk for CRC (risk-stratified SDM-tool). All this will be realised in the current daily practice of Flemish GPs with the support of Domus Medica*. The primary outcome of the project is to assess the impact of the risk stratified SDM tool on patients’ informed choice regarding CRC screening. Secondary outcomes are: 1) To assess the impact of the SDM tool on patients’ attitude towards screening, intention to participate, decision conflict, confidence in decision making, anxiety about CRC and screening participation, perceptions about benefits and risk of screening and, 2) To assess GPs’ experience with the SDM tool in terms of usability, time requirement, satisfaction with the tool and their perceptions about the effect of the tool on their patients.
In the current CRC screening environment this project will have an impact on ~ 900.000 annually invited persons. Current difficulties of reaching the vulnerable population by postal mail will be addressed via the GPs. This project is considered high impact due to its scalability on the one hand and its clinical relevance towards the vulnerable population on the other.
*Domus Medica represents the interests of the general practitioners in Brussels and Flanders.
- To develop a Machine Learning model that predicts the individual risk of CRC based on a patients' risk factors. The model is trained on the PLCO dataset.
- To validate the Machine Learning model's performance on Flemish patients' data
- To develop the risk stratified SDM tool, that incorporates the Machine Learning model and a suitable UI.
- To assess the impact of the risk stratified SDM tool on patients’ informed choice regarding CRC screening.
- To assess the impact of the SDM tool on patients’ attitude towards screening, intention to participate, decision conflict, confidence in decision making, anxiety about CRC and screening participation, perceptions about benefits and risk of screening.
- To assess GPs’ experience with the SDM tool in terms of usability, time requirement, satisfaction with the tool and their perceptions about the effect of the tool on their patients.
Dr. Wessel van de Veerdonk, Thomas More Mechelen - Antwerpen
Drs. Sarah Talboom, Thomas More Mechelen – Antwerpen
Dr. Lynn Houthuys, Thomas More Mechelen - Antwerpen
Dr. Frans Govaerts, Domus Medica