eligible for SC-12 · confidence ≥ 70%

Patients needing attention

Synthetic demo data

patients · eligible for SC-12 · 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 SC-12 · confidence ≥ 70%: 54 patients, mean day 161. 22% have deteriorating tolerance, 91% unstable GI, 98% carry ≥60% discontinuation risk; mean GI 66, adherence 50%. Dominant clusters: EC-03 85%, LT 15%.

Shared biology: Cluster EC-03 (high response / high intolerance) 85%, Low butyrate capacity 76%, Low microbial diversity 76%, Adherence < 60% 76%, FUT2 non-secretor 74%, Baseline state S14 65%, IL6 high-expression variant 56%. Dietary detractors: fat in 94%, ultraProcessed in 83%, simpleCarbs in 74%.

What worked: NP-02 improved 61% of 23; what did not: GI-04 improved only 38% of 21. By biology: NP-02 works best in FUT2 non-secretor (75%) and worst in Low butyrate capacity (47%); GI-04 works best in IL6 high-expression variant (50%) and worst in Low butyrate capacity (25%).

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

Patient	Day	Baseline	GI	Tolerance	GI score	Discontinuation	Cluster
P-02028	172	S16	Unstable	Improving	77	96%	EC-03
P-02272	168	S14	Unstable	Unstable	76	96%	EC-03
P-02524	158	S14	Unstable	Improving	66	96%	EC-03
P-02534	169	S14	Unstable	Deteriorating	74	96%	EC-03
P-02537	170	S14	Unstable	Deteriorating	70	96%	EC-03
P-02541	113	S14	Unstable	Stable	68	96%	EC-03
P-02543	178	S05	Unstable	Stable	86	96%	EC-03
P-02557	175	S14	Unstable	Stable	79	96%	EC-03
P-02637	92	S14	Unstable	Deteriorating	61	96%	EC-03
P-02638	177	S14	Unstable	Unstable	72	96%	EC-03
P-02656	168	S14	Unstable	Deteriorating	65	96%	EC-03
P-02667	171	S14	Unstable	Stable	76	96%	EC-03
P-02688	178	S14	Unstable	Improving	67	96%	EC-03
P-02700	173	S14	Unstable	Improving	65	96%	EC-03
P-02469	169	S14	Unstable	Stable	66	95%	EC-03
P-02303	92	S14	Unstable	Favorable	59	94%	EC-03
P-02472	112	S14	Unstable	Unstable	60	94%	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-02626	168	S14	Unstable	Improving	60	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-02550	136	S15	Unstable	Improving	60	88%	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-02202	180	S14	Unstable	Stable	61	82%	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-02634	105	S14	Stable	Deteriorating	52	80%	EC-03
P-02475	123	S14	Unstable	Improving	70	79%	EC-03
P-02245	180	S14	Unstable	Deteriorating	58	77%	EC-03
P-02408	172	S14	Unstable	Deteriorating	62	77%	EC-03
P-02170	171	S14	Unstable	Improving	65	76%	EC-03
P-02568	179	S20	Unstable	Improving	72	76%	LT
P-02415	173	S05	Unstable	Unstable	66	75%	EC-03
P-02491	170	S14	Unstable	Deteriorating	63	75%	EC-03
P-02234	175	S13	Unstable	Improving	69	72%	EC-03
P-02239	178	S16	Unstable	Stable	67	71%	EC-03
P-02394	153	S14	Stable	Deteriorating	49	69%	EC-03
P-02162	174	S15	Unstable	Unstable	65	68%	LT
P-02300	176	S20	Unstable	Improving	64	68%	EC-03
P-02139	177	S02	Unstable	Stable	64	67%	LT
P-02113	168	S02	Unstable	Improving	64	66%	LT
P-02271	170	S14	Unstable	Improving	61	65%	LT
P-02008	179	S14	Stable	Stable	43	62%	EC-03
P-02553	151	S11	Unstable	Stable	63	58%	LT