600 patients67,035 observations120 daysLIVE
eligible for ME-01 · confidence ≥ 70%

Patients needing attention

Synthetic demo data
Clear
88
patients · eligible for ME-01 · confidence ≥ 70%
Most common reason
GI intolerance
Most effective previous action
CR-01
Clinician review
Estimated addressable population
85
eligible for CR-01, confidence ≥ 70%
Predicted persistence gain
+15%
LLIFE OS insight · why this cohort goes where it goes
grounded · add an LLM key for prose

eligible for ME-01 · confidence ≥ 70%: 88 patients, mean day 110. 24% have deteriorating tolerance, 81% unstable GI, 98% carry ≥60% discontinuation risk; mean GI 65, adherence 47%. Dominant clusters: EC-03 91%, LT 9%.

Shared biology: Cluster EC-03 (high response / high intolerance) 91%, Adherence < 60% 91%, Low microbial diversity 81%, Baseline state S14 75%, FUT2 non-secretor 66%, Low butyrate capacity 66%, IL6 high-expression variant 57%. Dietary detractors: fat in 92%, simpleCarbs in 72%, histamine in 66%.

What worked: SC-12 improved 76% of 17; what did not: GI-04 improved only 42% of 38. By biology: SC-12 works best in Low butyrate capacity (77%) and worst in Baseline state S14 (73%); NP-02 works best in Low microbial diversity (74%) and worst in IL6 high-expression variant (57%).

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

PatientDayBaselineGIToleranceGI scoreDiscontinuationCluster
P-01307112S18UnstableImproving8796%EC-03
P-01339117S14UnstableImproving7296%EC-03
P-01356110S14UnstableUnstable8196%EC-03
P-01360109S14UnstableStable6996%EC-03
P-01389110S14UnstableImproving6896%EC-03
P-01394114S14UnstableDeteriorating7096%EC-03
P-01433113S14UnstableImproving7096%EC-03
P-01436118S14UnstableUnstable8196%EC-03
P-01517107S14UnstableStable8296%EC-03
P-01531101S14UnstableDeteriorating6696%EC-03
P-01588111S14UnstableUnstable6096%EC-03
P-01624114S14UnstableDeteriorating7296%EC-03
P-01652112S14UnstableImproving7496%EC-03
P-01705115S14UnstableUnstable6796%EC-03
P-01720101S14UnstableUnstable7696%EC-03
P-01728100S14UnstableDeteriorating6896%EC-03
P-01732111S14UnstableStable7296%EC-03
P-01733113S14UnstableStable6896%EC-03
P-0173596S14UnstableUnstable7896%EC-03
P-01736110S14UnstableImproving6496%EC-03
P-01739111S14UnstableStable7196%EC-03
P-01765111S14UnstableDeteriorating6996%EC-03
P-01776108S14UnstableUnstable5996%EC-03
P-01777119S14UnstableDeteriorating6796%EC-03
P-01782113S14UnstableImproving8396%EC-03
P-01785101S14UnstableDeteriorating6396%EC-03
P-01802109S14UnstableImproving6996%EC-03
P-01808108S14UnstableUnstable6996%EC-03
P-01822108S14UnstableStable7796%EC-03
P-01831119S14UnstableStable6796%EC-03
P-01866118S14UnstableImproving8096%EC-03
P-01872114S14UnstableImproving7096%EC-03
P-01879107S14UnstableStable6796%EC-03
P-01473111S16UnstableStable7095%EC-03
P-01721111S14UnstableDeteriorating6295%EC-03
P-01737110S14StableUnstable5795%EC-03
P-01810115S14UnstableDeteriorating6094%EC-03
P-01830112S14ImprovingImproving5693%EC-03
P-01423119S14UnstableStable6492%EC-03
P-0145996S14UnstableDeteriorating7192%LT
P-01775103S14UnstableStable5991%EC-03
P-01833109S14UnstableStable5890%EC-03
P-0162797S14StableDeteriorating5889%EC-03
P-01675116S14UnstableUnstable7389%EC-03
P-01412112S14UnstableStable7688%EC-03
P-01458109S20UnstableImproving6788%EC-03
P-01799113S14ImprovingStable5787%EC-03
P-01891114S13UnstableImproving6887%EC-03
P-01573113S14UnstableImproving7286%EC-03
P-01760115S03UnstableStable6986%EC-03
P-01897119S01DeterioratingDeteriorating5686%EC-03
P-01447108S10UnstableDeteriorating6985%EC-03
P-01465120S14DeterioratingImproving5583%EC-03
P-01554104S12UnstableImproving6183%EC-03
P-01417117S14UnstableDeteriorating6782%EC-03
P-01843120S12ImprovingStable5481%EC-03
P-01323112S14UnstableUnstable6480%EC-03
P-0171594S18UnstableDeteriorating6580%LT
P-01581113S14UnstableStable6679%EC-03
P-01598104S14UnstableStable6378%EC-03
P-0131191S04UnstableStable6877%EC-03
P-0131894S14UnstableStable6477%EC-03
P-01398110S14UnstableDeteriorating6177%EC-03
P-01690120S14UnstableStable6277%EC-03
P-01429104S14UnstableStable6176%EC-03
P-01543119S14UnstableStable6576%EC-03
P-01442115S03UnstableUnstable8374%LT
P-01514103S13UnstableStable5974%LT
P-01603116S14UnstableDeteriorating5974%EC-03
P-0165993S14ImprovingUnstable5474%EC-03
P-01341118S14DeterioratingStable4173%EC-03
P-01559119S14UnstableImproving5872%EC-03
P-01362112S08UnstableImproving6270%LT
P-01708102S14DeterioratingDeteriorating5270%LT
P-01328113S14StableImproving5169%EC-03
P-01310116S15UnstableStable6468%LT
P-01564116S05UnstableImproving6268%EC-03
P-0133290S14UnstableStable6167%EC-03
P-01463110S08UnstableImproving6067%EC-03
P-01657100S14DeterioratingDeteriorating4767%EC-03
P-0166799S14StableDeteriorating4967%EC-03
P-01486120S17UnstableStable6365%EC-03
P-01570118S05StableStable5665%EC-03
P-01714116S05DeterioratingDeteriorating5765%EC-03
P-0161598S07UnstableImproving6261%EC-03
P-01768117S17UnstableStable6560%LT
P-01364120S14ImprovingImproving5259%EC-03
P-01336113S14ImprovingStable4357%EC-03