eligible for ME-01 · confidence ≥ 70%

Patients needing attention

Synthetic demo data

patients · eligible for ME-01 · confidence ≥ 70%

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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 ME-01 · confidence ≥ 70%: 44 patients, mean day 158. 23% have deteriorating tolerance, 82% unstable GI, 95% carry ≥60% discontinuation risk; mean GI 64, adherence 53%. Dominant clusters: EC-03 80%, LT 20%.

Shared biology: Low microbial diversity 82%, Cluster EC-03 (high response / high intolerance) 80%, Low butyrate capacity 73%, FUT2 non-secretor 68%, Adherence < 60% 68%, IL6 high-expression variant 59%, Baseline state S14 59%. Dietary detractors: fat in 98%, ultraProcessed in 89%, simpleCarbs in 75%.

What worked: NP-02 improved 71% of 17; what did not: GI-04 improved only 45% of 20. By biology: NP-02 works best in FUT2 non-secretor (91%) and worst in Low butyrate capacity (60%); SC-12 works best in Baseline state S14 (100%) and worst in IL6 high-expression variant (50%).

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

Patient	Day	Baseline	GI	Tolerance	GI score	Discontinuation	Cluster
P-02272	168	S14	Unstable	Unstable	76	96%	EC-03
P-02369	170	S14	Unstable	Unstable	70	96%	EC-03
P-02537	170	S14	Unstable	Deteriorating	70	96%	EC-03
P-02541	113	S14	Unstable	Stable	68	96%	EC-03
P-02557	175	S14	Unstable	Stable	79	96%	EC-03
P-02637	92	S14	Unstable	Deteriorating	61	96%	EC-03
P-02692	169	S14	Unstable	Improving	70	96%	EC-03
P-02700	173	S14	Unstable	Improving	65	96%	EC-03
P-02434	177	S14	Unstable	Deteriorating	60	95%	EC-03
P-02469	169	S14	Unstable	Stable	66	95%	EC-03
P-02538	168	S12	Unstable	Deteriorating	74	93%	EC-03
P-02569	180	S14	Unstable	Stable	65	93%	EC-03
P-02586	176	S14	Unstable	Stable	60	93%	EC-03
P-02053	178	S01	Unstable	Improving	75	92%	LT
P-02607	170	S09	Unstable	Stable	76	92%	EC-03
P-02672	94	S14	Unstable	Deteriorating	68	92%	EC-03
P-02697	171	S14	Improving	Stable	54	90%	EC-03
P-02431	179	S10	Unstable	Stable	84	89%	EC-03
P-02654	102	S14	Unstable	Stable	65	87%	EC-03
P-02014	168	S14	Unstable	Unstable	70	86%	EC-03
P-02107	180	S11	Unstable	Stable	61	86%	EC-03
P-02156	155	S14	Deteriorating	Stable	55	84%	EC-03
P-02480	140	S14	Unstable	Stable	68	82%	EC-03
P-02211	170	S11	Unstable	Stable	62	81%	LT
P-02209	168	S14	Unstable	Favorable	67	80%	EC-03
P-02262	180	S11	Unstable	Deteriorating	73	80%	EC-03
P-02188	173	S02	Unstable	Improving	70	79%	EC-03
P-02475	123	S14	Unstable	Improving	70	79%	EC-03
P-02233	158	S10	Stable	Deteriorating	50	78%	EC-03
P-02568	179	S20	Unstable	Improving	72	76%	LT
P-02491	170	S14	Unstable	Deteriorating	63	75%	EC-03
P-02144	172	S03	Unstable	Improving	61	74%	EC-03
P-02234	175	S13	Unstable	Improving	69	72%	EC-03
P-02291	101	S14	Deteriorating	Favorable	57	72%	EC-03
P-02239	178	S16	Unstable	Stable	67	71%	EC-03
P-02394	153	S14	Stable	Deteriorating	49	69%	EC-03
P-02519	91	S08	Deteriorating	Favorable	38	69%	LT
P-02162	174	S15	Unstable	Unstable	65	68%	LT
P-02139	177	S02	Unstable	Stable	64	67%	LT
P-02172	170	S14	Improving	Favorable	55	67%	EC-03
P-02113	168	S02	Unstable	Improving	64	66%	LT
P-02271	170	S14	Unstable	Improving	61	65%	LT
P-02553	151	S11	Unstable	Stable	63	58%	LT
P-02222	102	S14	Deteriorating	Deteriorating	37	57%	EC-03