eligible for AD-05 · confidence ≥ 70%

Patients needing attention

Synthetic demo data

patients · eligible for AD-05 · confidence ≥ 70%

Create intervention

Most common reason

GI intolerance

Most effective previous action

GI-04

Nutritional protocol

Estimated addressable population

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 AD-05 · 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.

Patient	Day	Baseline	GI	Tolerance	GI score	Discontinuation	Cluster
P-03067	150	S14	Unstable	Deteriorating	72	96%	EC-03
P-03078	139	S14	Unstable	Unstable	71	96%	EC-03
P-03177	140	S10	Unstable	Stable	81	96%	LT
P-03375	139	S14	Unstable	Deteriorating	71	96%	EC-03
P-03427	107	S14	Unstable	Favorable	68	96%	EC-03
P-03488	146	S14	Unstable	Improving	76	96%	EC-03
P-03345	140	S14	Unstable	Stable	69	95%	EC-03
P-03230	149	S09	Unstable	Improving	73	94%	EC-03
P-03058	140	S14	Unstable	Stable	67	93%	EC-03
P-03459	145	S14	Improving	Improving	56	88%	EC-03
P-03034	138	S14	Unstable	Stable	78	85%	EC-03
P-03405	116	S14	Improving	Improving	58	84%	EC-03
P-03500	139	S14	Stable	Improving	52	81%	EC-03
P-03153	143	S08	Unstable	Deteriorating	67	80%	LT
P-03419	146	S14	Improving	Favorable	50	78%	EC-03
P-03109	143	S03	Deteriorating	Deteriorating	58	76%	EC-03
P-03253	147	S15	Unstable	Stable	69	75%	LT
P-03361	150	S14	Unstable	Improving	63	75%	EC-03
P-03124	138	S14	Improving	Stable	49	64%	EC-03