500 patients66,097 observations150 daysLIVE
eligible for SC-12 · confidence ≥ 70%

Patients needing attention

Synthetic demo data
Clear
18
patients · eligible for SC-12 · confidence ≥ 70%
Most common reason
GI intolerance
Most effective previous action
GI-04
Nutritional protocol
Estimated addressable population
9
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 SC-12 · confidence ≥ 70%: 18 patients, mean day 135. 39% have deteriorating tolerance, 94% unstable GI, 100% carry ≥60% discontinuation risk; mean GI 68, adherence 54%. Dominant clusters: EC-03 56%, LT 44%.

Shared biology: Low microbial diversity 78%, Low butyrate capacity 72%, FUT2 non-secretor 67%, Baseline state S14 56%, Cluster EC-03 (high response / high intolerance) 56%, Adherence < 60% 56%, IL6 high-expression variant 44%. Dietary detractors: fat in 94%, histamine in 67%, lactose in 67%.

What worked: GI-04 improved 50% of 4.

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-03459145S14ImprovingImproving5688%EC-03
P-03034138S14UnstableStable7885%EC-03
P-03153143S08UnstableDeteriorating6780%LT
P-03473116S01UnstableDeteriorating6179%LT
P-03475120S14UnstableDeteriorating6878%LT
P-03253147S15UnstableStable6975%LT
P-03361150S14UnstableImproving6375%EC-03
P-03303128S16UnstableStable6171%LT
P-03273119S15UnstableDeteriorating5868%LT
P-03227121S05UnstableDeteriorating6262%LT