Ignite Creation Date:
2024-10-26 @ 3:36 PM
Last Modification Date:
2024-10-26 @ 3:36 PM
Study NCT ID:
NCT06533254
Status:
NOT_YET_RECRUITING
Last Update Posted:
None
First Post:
2024-07-30
Brief Title:
Behavioral AI to Predict and Increase Peritoneal Dialysis Uptake
Sponsor:
None
Organization:
None
Study Overview
Official Title:
Use of Behavioral Artificial Intelligence to Predict and Increase Uptake of Peritoneal Dialysis AI-Dialysis
Status:
NOT_YET_RECRUITING
Status Verified Date:
2024-08
Last Known Status:
None
Delayed Posting:
No
If Stopped, Why?:
Not Stopped
Has Expanded Access:
No
If Expanded Access, NCT#:
N/A
Has Expanded Access, NCT# Status:
N/A
Acronym:
AI
Brief Summary:
Scaled Insights Behavioral AI will be used to improve clinicians ability to detect and understand The likelihood of patients with kidney failure opting for peritoneal dialysis and to select the right personalized nudge to get CKD patients to choose peritoneal dialysis
Scaled Insights can utilize the data from this study to develop individualized nudges for healthcare professionals that can be broadly deployed within a digital platform so that clinics across the English speaking world can use it as a means of supporting patients with CKD in selecting peritoneal dialysis treatment
Using Scaled Insights novel Behavioral Artificial Intelligence solution the proposed project has two aims
1 to identify personality attributes of patients with Chronic Kidney Disease and correlating their personality attributes with their subsequent choice of dialysis Once correlated into personality based clusters the AI Model will then be able will determine which personality cluster each net new patient will fall into and therefore predict their specific likelihood of opting for peritoneal dialysis or hemodialysis
2 once prediction is possible customized nudges towards the selection of PD will be developed and tested to improve the likelihood that patients will opt for peritoneal dialysis
Hypotheses
1 Scaled Insights Behavioral AI will identify the personality characteristics of patients with Chronic Kidney Disease who are likely to opt for both peritoneal dialysis and hemodialysis Phase 1
2 Scaled Insights Behavioral AI will identify the nudges that are most effective in encouraging or supporting patients with Chronic Kidney Disease in choosing peritoneal dialysis over hemodialysis Phase 2
Scaled Insights can utilize the data from this study to develop individualized nudges for healthcare professionals that can be broadly deployed within a digital platform so that clinics across the English speaking world can use it as a means of supporting patients with CKD in selecting peritoneal dialysis treatment
Using Scaled Insights novel Behavioral Artificial Intelligence solution the proposed project has two aims
1 to identify personality attributes of patients with Chronic Kidney Disease and correlating their personality attributes with their subsequent choice of dialysis Once correlated into personality based clusters the AI Model will then be able will determine which personality cluster each net new patient will fall into and therefore predict their specific likelihood of opting for peritoneal dialysis or hemodialysis
2 once prediction is possible customized nudges towards the selection of PD will be developed and tested to improve the likelihood that patients will opt for peritoneal dialysis
Hypotheses
1 Scaled Insights Behavioral AI will identify the personality characteristics of patients with Chronic Kidney Disease who are likely to opt for both peritoneal dialysis and hemodialysis Phase 1
2 Scaled Insights Behavioral AI will identify the nudges that are most effective in encouraging or supporting patients with Chronic Kidney Disease in choosing peritoneal dialysis over hemodialysis Phase 2
Detailed Description:
None
Study Oversight
Has Oversight DMC:
None
Is a FDA Regulated Drug?:
None
Is a FDA Regulated Device?:
None
Is an Unapproved Device?:
None
Is a PPSD?:
None
Is a US Export?:
None
Is an FDA AA801 Violation?:
None