Totalcohort
60
High + Medium + Low = 60
Patient Retention
Find operational friction before it becomes dropout.
Cross-system events connect missed follow-up, travel, adverse-event anxiety, reimbursement, and work disruption into an inspectable operational risk score for each participant.
Breakdown 1 · current risk band
All 60 participants, each counted once by current risk score
Breakdown 2 · dominant friction factor
The same 60 participants, each counted once by the factor contributing most to their score
A different view of the same cohort, not a subset. Participants with no factor above the reporting threshold are shown explicitly.
Inferred
9 15%Travel burden
Distance, transport, or caregiver constraints that make attending visits difficult.
Inferred
5 8%Adverse-event anxiety
Worry about symptoms or treatment safety that is affecting willingness to continue.
Observed
8 13%Reimbursement delay
Out-of-pocket costs not yet reimbursed, or claims pending beyond the expected turnaround.
Inferred
6 10%Work disruption
Visit schedules that conflict with the participant's work, or income lost to attend.
Observed
32 53%No dominant friction identified
No operational friction theme reached the reporting threshold in the current assessment window.
Score change · previous window → current window
14 participants whose score fell between the two most recent 4-week assessment windows
Change = current score − previous score. The factors listed were present in the window; the data does not establish that they caused the change.
| P-1042 | Desert Bloom Oncology Institute | 86 High | +7 | Travel burden inferred | 2 Apr | 12 May | 4/5 |
| P-1018 | Riverbend Community Oncology Network | 79 High | -8 | Adverse-event anxiety inferred | 4 Apr | 24 May | 2/5 |
| P-1034 | Lakeshore GI Oncology Alliance | 79 High | -8 | Adverse-event anxiety inferred | 4 Apr | 16 May | 4/5 |
| P-1078 | Coastal Digestive Oncology Center | 79 High | +7 | Adverse-event anxiety inferred | 14 Apr | 7 May | 4/5 |
| P-1091 | Riverbend Community Oncology Network | 74 High | 0 | Reimbursement delay | 13 Apr | 10 May | 4/5 |
| P-1003 | Coastal Digestive Oncology Center | 72 High | 0 | Reimbursement delay | 7 Apr | 7 May | 3/5 |
| P-1011 | Desert Bloom Oncology Institute | 72 High | 0 | Reimbursement delay | 7 Apr | 3 May | 3/5 |
| P-1051 | Coastal Digestive Oncology Center | 72 High | 0 | Reimbursement delay | 7 Apr | 11 May | 4/5 |
| P-1059 | Coastal Digestive Oncology Center | 72 High | +7 | Travel burden inferred | 1 Apr | 1 May | 4/5 |
| P-1016 | Lakeshore GI Oncology Alliance | 63 Medium | 0 | Work disruption inferred | 23 Apr | 18 May | 4/5 |
| P-1005 | Desert Bloom Oncology Institute | 62 Medium | +7 | Travel burden inferred | 13 Apr | 13 May | 4/5 |
| P-1048 | Riverbend Community Oncology Network | 61 Medium | 0 | Work disruption inferred | 23 Apr | 2 May | 3/5 |
| P-1037 | Northstar Academic Cancer Center | 60 Medium | +7 | Travel burden inferred | 13 Apr | 25 May | 4/5 |
| P-1053 | Desert Bloom Oncology Institute | 59 Medium | +7 | Travel burden inferred | 13 Apr | 17 May | 2/5 |
| P-1031 | Northstar Academic Cancer Center | 57 Medium | 0 | Reimbursement delay | 19 Apr | 7 May | 4/5 |
| P-1060 | Lakeshore GI Oncology Alliance | 57 Medium | -8 | Adverse-event anxiety inferred | 4 Apr | 4 May | 3/5 |
| P-1020 | Meridian Pancreatic Institute | 56 Medium | 0 | Work disruption inferred | 11 Apr | 2 May | 4/5 |
| P-1008 | Meridian Pancreatic Institute | 50 Medium | 0 | Work disruption inferred | 23 Apr | 22 May | 3/5 |
| P-1013 | Northstar Academic Cancer Center | 48 Medium | +7 | Travel burden inferred | 13 Apr | 9 May | 3/5 |
| P-1040 | Lakeshore GI Oncology Alliance | 48 Medium | 0 | Work disruption inferred | 23 Apr | 6 May | 4/5 |
| P-1002 | Meridian Pancreatic Institute | 47 Medium | -8 | Adverse-event anxiety inferred | 4 Apr | 4 May | 4/5 |
| P-1029 | Desert Bloom Oncology Institute | 47 Medium | +7 | Travel burden inferred | 13 Apr | 1 May | 4/5 |
| P-1057 | Meridian Pancreatic Institute | 47 Medium | 0 | Work disruption inferred | 23 Apr | 26 May | 4/5 |
| P-1045 | Coastal Digestive Oncology Center | 46 Medium | +7 | Travel burden inferred | 13 Apr | 21 May | 4/5 |
| P-1023 | Desert Bloom Oncology Institute | 44 Medium | 0 | Reimbursement delay | 19 Apr | 11 May | 3/5 |
| P-1039 | Coastal Digestive Oncology Center | 43 Medium | 0 | Reimbursement delay | 19 Apr | 3 May | 3/5 |
| P-1055 | Northstar Academic Cancer Center | 42 Medium | 0 | Reimbursement delay | 19 Apr | 23 May | 4/5 |
| P-1026 | Lakeshore GI Oncology Alliance | 39 Low | -32 | Travel burden inferred | 19 Mar | 20 May | 4/5 |
| P-1054 | Riverbend Community Oncology Network | 37 Low | -8 | No dominant friction identified | 16 Apr | 20 May | 4/5 |
| P-1046 | Lakeshore GI Oncology Alliance | 36 Low | -8 | No dominant friction identified | 16 Apr | 24 May | 3/5 |
| P-1015 | Coastal Digestive Oncology Center | 35 Low | 0 | No dominant friction identified | 19 Apr | 15 May | 4/5 |
| P-1038 | Meridian Pancreatic Institute | 35 Low | -8 | No dominant friction identified | 16 Apr | 28 May | 3/5 |
| P-1007 | Northstar Academic Cancer Center | 34 Low | 0 | No dominant friction identified | 19 Apr | 19 May | 4/5 |
| P-1030 | Riverbend Community Oncology Network | 34 Low | -8 | No dominant friction identified | 16 Apr | 4 May | 4/5 |
| P-1022 | Lakeshore GI Oncology Alliance | 33 Low | -8 | No dominant friction identified | 16 Apr | 8 May | 4/5 |
| P-1014 | Meridian Pancreatic Institute | 32 Low | -8 | No dominant friction identified | 16 Apr | 12 May | 4/5 |
| P-1006 | Riverbend Community Oncology Network | 31 Low | -8 | No dominant friction identified | 16 Apr | 16 May | 4/5 |
| P-1052 | Lakeshore GI Oncology Alliance | 31 Low | 0 | No dominant friction identified | 10 Apr | 14 May | 4/5 |
| P-1021 | Coastal Digestive Oncology Center | 30 Low | +7 | No dominant friction identified | 13 Apr | 5 May | 4/5 |
| P-1044 | Meridian Pancreatic Institute | 30 Low | 0 | No dominant friction identified | 10 Apr | 18 May | 4/5 |
| P-1036 | Riverbend Community Oncology Network | 29 Low | 0 | No dominant friction identified | 10 Apr | 22 May | 4/5 |
| P-1028 | Lakeshore GI Oncology Alliance | 28 Low | 0 | No dominant friction identified | 10 Apr | 26 May | 3/5 |
| P-1043 | Northstar Academic Cancer Center | 27 Low | 0 | No dominant friction identified | 7 Apr | 15 May | 3/5 |
| P-1012 | Riverbend Community Oncology Network | 26 Low | 0 | No dominant friction identified | 10 Apr | 6 May | 4/5 |
| P-1035 | Desert Bloom Oncology Institute | 26 Low | 0 | No dominant friction identified | 7 Apr | 19 May | 4/5 |
| P-1004 | Lakeshore GI Oncology Alliance | 25 Low | 0 | No dominant friction identified | 10 Apr | 10 May | 3/5 |
| P-1027 | Coastal Digestive Oncology Center | 25 Low | 0 | No dominant friction identified | 7 Apr | 23 May | 4/5 |
| P-1050 | Meridian Pancreatic Institute | 25 Low | -8 | No dominant friction identified | 4 Apr | 8 May | 4/5 |
| P-1019 | Northstar Academic Cancer Center | 24 Low | 0 | No dominant friction identified | 7 Apr | 27 May | 4/5 |
| P-1049 | Northstar Academic Cancer Center | 22 Low | +7 | No dominant friction identified | 1 Apr | 5 May | 4/5 |
| P-1041 | Desert Bloom Oncology Institute | 21 Low | +7 | No dominant friction identified | 1 Apr | 9 May | 4/5 |
| P-1010 | Lakeshore GI Oncology Alliance | 20 Low | -8 | No dominant friction identified | 4 Apr | 28 May | 4/5 |
| P-1033 | Coastal Digestive Oncology Center | 20 Low | +7 | No dominant friction identified | 1 Apr | 13 May | 3/5 |
| P-1025 | Northstar Academic Cancer Center | 19 Low | +7 | No dominant friction identified | 1 Apr | 17 May | 3/5 |
| P-1017 | Desert Bloom Oncology Institute | 18 Low | +7 | No dominant friction identified | 1 Apr | 21 May | 4/5 |
| P-1009 | Coastal Digestive Oncology Center | 17 Low | +7 | No dominant friction identified | 1 Apr | 25 May | 4/5 |
| P-1032 | Meridian Pancreatic Institute | 17 Low | 0 | No dominant friction identified | 22 Apr | 10 May | 3/5 |
| P-1001 | Northstar Academic Cancer Center | 16 Low | +7 | No dominant friction identified | 1 Apr | 1 May | 4/5 |
| P-1024 | Riverbend Community Oncology Network | 16 Low | 0 | No dominant friction identified | 22 Apr | 14 May | 4/5 |
| P-1047 | Desert Bloom Oncology Institute | 16 Low | 0 | No dominant friction identified | 19 Apr | 27 May | 4/5 |