discontinuation risk ≥ 60%

Patients needing attention

Synthetic demo data

174

patients · discontinuation risk ≥ 60%

Create intervention

Most common reason

GI intolerance

Most effective previous action

CR-01

Clinician review

Estimated addressable population

126

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

discontinuation risk ≥ 60%: 174 patients, mean day 111. 28% have deteriorating tolerance, 68% unstable GI, 100% carry ≥60% discontinuation risk; mean GI 62, adherence 48%. Dominant clusters: EC-03 89%, LT 11%, SR 1%.

Shared biology: Cluster EC-03 (high response / high intolerance) 89%, Adherence < 60% 89%, Low microbial diversity 80%, Low butyrate capacity 70%, FUT2 non-secretor 68%, Baseline state S14 67%, IL6 high-expression variant 52%. Dietary detractors: fat in 94%, simpleCarbs in 72%, histamine in 68%.

What worked: NP-02 improved 70% of 46; what did not: GI-04 improved only 49% of 87. By biology: NP-02 works best in Low microbial diversity (76%) and worst in Poor metabolizer (60%); SC-12 works best in Baseline state S14 (69%) and worst in FUT2 non-secretor (57%).

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

Patient	Day	Baseline	GI	Tolerance	GI score	Discontinuation	Cluster
P-01307	112	S18	Unstable	Improving	87	96%	EC-03
P-01339	117	S14	Unstable	Improving	72	96%	EC-03
P-01356	110	S14	Unstable	Unstable	81	96%	EC-03
P-01360	109	S14	Unstable	Stable	69	96%	EC-03
P-01389	110	S14	Unstable	Improving	68	96%	EC-03
P-01394	114	S14	Unstable	Deteriorating	70	96%	EC-03
P-01433	113	S14	Unstable	Improving	70	96%	EC-03
P-01436	118	S14	Unstable	Unstable	81	96%	EC-03
P-01517	107	S14	Unstable	Stable	82	96%	EC-03
P-01531	101	S14	Unstable	Deteriorating	66	96%	EC-03
P-01556	111	S14	Unstable	Unstable	72	96%	EC-03
P-01588	111	S14	Unstable	Unstable	60	96%	EC-03
P-01624	114	S14	Unstable	Deteriorating	72	96%	EC-03
P-01652	112	S14	Unstable	Improving	74	96%	EC-03
P-01656	90	S14	Unstable	Improving	67	96%	EC-03
P-01668	113	S06	Unstable	Stable	69	96%	EC-03
P-01705	115	S14	Unstable	Unstable	67	96%	EC-03
P-01720	101	S14	Unstable	Unstable	76	96%	EC-03
P-01728	100	S14	Unstable	Deteriorating	68	96%	EC-03
P-01732	111	S14	Unstable	Stable	72	96%	EC-03
P-01733	113	S14	Unstable	Stable	68	96%	EC-03
P-01735	96	S14	Unstable	Unstable	78	96%	EC-03
P-01736	110	S14	Unstable	Improving	64	96%	EC-03
P-01739	111	S14	Unstable	Stable	71	96%	EC-03
P-01751	114	S14	Unstable	Improving	76	96%	EC-03
P-01765	111	S14	Unstable	Deteriorating	69	96%	EC-03
P-01776	108	S14	Unstable	Unstable	59	96%	EC-03
P-01777	119	S14	Unstable	Deteriorating	67	96%	EC-03
P-01782	113	S14	Unstable	Improving	83	96%	EC-03
P-01785	101	S14	Unstable	Deteriorating	63	96%	EC-03
P-01786	114	S14	Unstable	Stable	60	96%	EC-03
P-01802	109	S14	Unstable	Improving	69	96%	EC-03
P-01808	108	S14	Unstable	Unstable	69	96%	EC-03
P-01822	108	S14	Unstable	Stable	77	96%	EC-03
P-01824	116	S14	Unstable	Stable	78	96%	EC-03
P-01826	108	S05	Unstable	Improving	71	96%	EC-03
P-01831	119	S14	Unstable	Stable	67	96%	EC-03
P-01854	117	S14	Unstable	Stable	74	96%	EC-03
P-01865	108	S14	Unstable	Deteriorating	70	96%	EC-03
P-01866	118	S14	Unstable	Improving	80	96%	EC-03
P-01868	116	S14	Unstable	Improving	73	96%	EC-03
P-01872	114	S14	Unstable	Improving	70	96%	EC-03
P-01879	107	S14	Unstable	Stable	67	96%	EC-03
P-01887	119	S14	Unstable	Stable	69	96%	EC-03
P-01367	111	S17	Unstable	Stable	72	95%	EC-03
P-01473	111	S16	Unstable	Stable	70	95%	EC-03
P-01721	111	S14	Unstable	Deteriorating	62	95%	EC-03
P-01737	110	S14	Stable	Unstable	57	95%	EC-03
P-01330	111	S14	Unstable	Stable	64	94%	EC-03
P-01462	116	S14	Unstable	Stable	74	94%	EC-03
P-01810	115	S14	Unstable	Deteriorating	60	94%	EC-03
P-01845	110	S14	Unstable	Stable	62	94%	EC-03
P-01801	114	S14	Unstable	Stable	58	93%	EC-03
P-01830	112	S14	Improving	Improving	56	93%	EC-03
P-01423	119	S14	Unstable	Stable	64	92%	EC-03
P-01454	115	S06	Unstable	Unstable	84	92%	EC-03
P-01459	96	S14	Unstable	Deteriorating	71	92%	LT
P-01797	116	S14	Unstable	Deteriorating	59	92%	EC-03
P-01813	113	S02	Unstable	Stable	69	92%	EC-03
P-01858	98	S01	Unstable	Improving	77	92%	EC-03
P-01769	90	S05	Unstable	Deteriorating	60	91%	LT
P-01775	103	S14	Unstable	Stable	59	91%	EC-03
P-01833	109	S14	Unstable	Stable	58	90%	EC-03
P-01627	97	S14	Stable	Deteriorating	58	89%	EC-03
P-01675	116	S14	Unstable	Unstable	73	89%	EC-03
P-01762	111	S15	Unstable	Stable	71	89%	EC-03
P-01781	94	S14	Deteriorating	Improving	57	89%	EC-03
P-01412	112	S14	Unstable	Stable	76	88%	EC-03
P-01458	109	S20	Unstable	Improving	67	88%	EC-03
P-01799	113	S14	Improving	Stable	57	87%	EC-03
P-01888	109	S12	Unstable	Deteriorating	67	87%	EC-03
P-01891	114	S13	Unstable	Improving	68	87%	EC-03
P-01573	113	S14	Unstable	Improving	72	86%	EC-03
P-01760	115	S03	Unstable	Stable	69	86%	EC-03
P-01811	114	S11	Unstable	Stable	64	86%	EC-03
P-01842	117	S14	Stable	Improving	54	86%	EC-03
P-01897	119	S01	Deteriorating	Deteriorating	56	86%	EC-03
P-01447	108	S10	Unstable	Deteriorating	69	85%	EC-03
P-01834	120	S19	Unstable	Improving	67	85%	EC-03
P-01465	120	S14	Deteriorating	Improving	55	83%	EC-03
P-01529	118	S14	Unstable	Unstable	69	83%	EC-03
P-01554	104	S12	Unstable	Improving	61	83%	EC-03
P-01616	115	S14	Deteriorating	Deteriorating	51	83%	EC-03
P-01417	117	S14	Unstable	Deteriorating	67	82%	EC-03
P-01743	108	S08	Improving	Improving	56	82%	EC-03
P-01772	119	S14	Improving	Stable	49	82%	EC-03
P-01521	117	S07	Unstable	Improving	60	81%	LT
P-01843	120	S12	Improving	Stable	54	81%	EC-03
P-01323	112	S14	Unstable	Unstable	64	80%	EC-03
P-01715	94	S18	Unstable	Deteriorating	65	80%	LT
P-01841	115	S14	Stable	Deteriorating	42	80%	EC-03
P-01349	111	S14	Unstable	Stable	62	79%	EC-03
P-01505	94	S14	Unstable	Improving	74	79%	EC-03
P-01507	115	S14	Unstable	Stable	66	79%	EC-03
P-01581	113	S14	Unstable	Stable	66	79%	EC-03
P-01327	115	S14	Stable	Deteriorating	58	78%	EC-03
P-01598	104	S14	Unstable	Stable	63	78%	EC-03
P-01311	91	S04	Unstable	Stable	68	77%	EC-03
P-01318	94	S14	Unstable	Stable	64	77%	EC-03
P-01365	102	S14	Deteriorating	Favorable	51	77%	EC-03

Showing 100 of 174.