discontinuation risk ≥ 60%

Patients needing attention

Synthetic demo data

patients · discontinuation risk ≥ 60%

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

discontinuation risk ≥ 60%: 91 patients, mean day 161. 27% have deteriorating tolerance, 71% unstable GI, 100% carry ≥60% discontinuation risk; mean GI 63, adherence 50%. Dominant clusters: EC-03 88%, LT 12%.

Shared biology: Cluster EC-03 (high response / high intolerance) 88%, Low microbial diversity 82%, Adherence < 60% 81%, FUT2 non-secretor 70%, Low butyrate capacity 67%, IL6 high-expression variant 63%, Baseline state S14 62%. Dietary detractors: fat in 96%, ultraProcessed in 87%, simpleCarbs in 78%.

What worked: SC-12 improved 83% of 18; what did not: GI-04 improved only 58% of 48. By biology: SC-12 works best in Baseline state S14 (100%) and worst in Low butyrate capacity (78%); NP-02 works best in FUT2 non-secretor (76%) and worst in Low butyrate capacity (45%).

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-02369	170	S14	Unstable	Unstable	70	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-02628	170	S14	Unstable	Stable	62	96%	EC-03
P-02632	177	S14	Unstable	Unstable	86	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-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-02303	92	S14	Unstable	Favorable	59	94%	EC-03
P-02472	112	S14	Unstable	Unstable	60	94%	EC-03
P-02678	168	S14	Unstable	Stable	66	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-02402	142	S14	Improving	Stable	55	92%	EC-03
P-02581	172	S14	Improving	Deteriorating	56	92%	EC-03
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-02076	173	S14	Unstable	Unstable	65	82%	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-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-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-02354	154	S07	Deteriorating	Deteriorating	47	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-02144	172	S03	Unstable	Improving	61	74%	EC-03
P-02153	176	S14	Stable	Stable	56	73%	EC-03
P-02216	176	S14	Stable	Stable	54	73%	EC-03
P-02234	175	S13	Unstable	Improving	69	72%	EC-03
P-02291	101	S14	Deteriorating	Favorable	57	72%	EC-03
P-02506	155	S10	Unstable	Stable	71	72%	EC-03
P-02239	178	S16	Unstable	Stable	67	71%	EC-03
P-02368	176	S14	Improving	Stable	52	71%	EC-03
P-02355	143	S14	Improving	Deteriorating	55	70%	EC-03
P-02226	176	S06	Unstable	Improving	66	69%	LT
P-02394	153	S14	Stable	Deteriorating	49	69%	EC-03
P-02513	178	S01	Unstable	Stable	67	69%	EC-03
P-02519	91	S08	Deteriorating	Favorable	38	69%	LT
P-02048	172	S01	Unstable	Stable	62	68%	EC-03
P-02162	174	S15	Unstable	Unstable	65	68%	LT
P-02300	176	S20	Unstable	Improving	64	68%	EC-03
P-02305	162	S08	Unstable	Deteriorating	59	68%	EC-03
P-02468	147	S01	Unstable	Improving	73	68%	EC-03
P-02505	100	S14	Deteriorating	Deteriorating	51	68%	EC-03
P-02139	177	S02	Unstable	Stable	64	67%	LT
P-02172	170	S14	Improving	Favorable	55	67%	EC-03
P-02022	177	S06	Unstable	Deteriorating	66	66%	EC-03
P-02113	168	S02	Unstable	Improving	64	66%	LT
P-02464	145	S14	Stable	Deteriorating	49	66%	EC-03
P-02271	170	S14	Unstable	Improving	61	65%	LT
P-02398	170	S14	Improving	Improving	50	65%	EC-03
P-02132	160	S14	Improving	Stable	50	64%	EC-03
P-02358	174	S14	Stable	Improving	52	64%	EC-03
P-02008	179	S14	Stable	Stable	43	62%	EC-03
P-02292	171	S07	Deteriorating	Improving	54	62%	EC-03
P-02512	179	S06	Stable	Deteriorating	51	62%	EC-03
P-02381	176	S14	Stable	Deteriorating	46	61%	EC-03
P-02514	168	S11	Unstable	Deteriorating	62	61%	LT
P-02035	170	S11	Stable	Unstable	58	60%	LT
P-02425	176	S19	Deteriorating	Deteriorating	44	60%	EC-03