500 patients66,097 observations150 daysLIVE
eligible for BR-03 · confidence ≥ 70%

Patients needing attention

Synthetic demo data
Clear
19
patients · eligible for BR-03 · confidence ≥ 70%
Most common reason
GI intolerance
Most effective previous action
GI-04
Nutritional protocol
Estimated addressable population
12
eligible for GI-04, confidence ≥ 70%
Predicted persistence gain
+17%
LLIFE OS insight · why this cohort goes where it goes
grounded · add an LLM key for prose

eligible for BR-03 · confidence ≥ 70%: 19 patients, mean day 140. 21% have deteriorating tolerance, 68% unstable GI, 100% carry ≥60% discontinuation risk; mean GI 66, adherence 48%. Dominant clusters: EC-03 84%, LT 16%.

Shared biology: FUT2 non-secretor 84%, Cluster EC-03 (high response / high intolerance) 84%, Adherence < 60% 84%, Low microbial diversity 79%, Baseline state S14 74%, Low butyrate capacity 63%, IL6 high-expression variant 58%. Dietary detractors: fat in 95%, histamine in 84%, lactose in 74%.

What worked: GI-04 improved 60% of 5; what did not: SC-12 improved only 40% of 5. By biology: GI-04 works best in Cluster EC-03 (high response / high intolerance) (60%) and worst in FUT2 non-secretor (50%); SC-12 works best in FUT2 non-secretor (50%) and worst in Low microbial diversity (40%).

No learned rules apply yet; run learning after the first campaign results.

PatientDayBaselineGIToleranceGI scoreDiscontinuationCluster
P-03067150S14UnstableDeteriorating7296%EC-03
P-03078139S14UnstableUnstable7196%EC-03
P-03177140S10UnstableStable8196%LT
P-03375139S14UnstableDeteriorating7196%EC-03
P-03427107S14UnstableFavorable6896%EC-03
P-03488146S14UnstableImproving7696%EC-03
P-03345140S14UnstableStable6995%EC-03
P-03230149S09UnstableImproving7394%EC-03
P-03058140S14UnstableStable6793%EC-03
P-03459145S14ImprovingImproving5688%EC-03
P-03034138S14UnstableStable7885%EC-03
P-03405116S14ImprovingImproving5884%EC-03
P-03500139S14StableImproving5281%EC-03
P-03153143S08UnstableDeteriorating6780%LT
P-03419146S14ImprovingFavorable5078%EC-03
P-03109143S03DeterioratingDeteriorating5876%EC-03
P-03253147S15UnstableStable6975%LT
P-03361150S14UnstableImproving6375%EC-03
P-03124138S14ImprovingStable4964%EC-03