eligible for NP-02 · confidence ≥ 70%

Patients needing attention

Synthetic demo data

patients · eligible for NP-02 · confidence ≥ 70%

Create intervention

Most common reason

GI intolerance

Most effective previous action

CR-01

Clinician review

Estimated addressable population

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

eligible for NP-02 · confidence ≥ 70%: 98 patients, mean day 110. 20% have deteriorating tolerance, 78% unstable GI, 98% carry ≥60% discontinuation risk; mean GI 65, adherence 47%. Dominant clusters: EC-03 92%, LT 8%.

Shared biology: Cluster EC-03 (high response / high intolerance) 92%, Adherence < 60% 92%, Low microbial diversity 80%, Baseline state S14 72%, FUT2 non-secretor 71%, Low butyrate capacity 68%, IL6 high-expression variant 51%. Dietary detractors: fat in 94%, simpleCarbs in 74%, histamine in 71%.

What worked: SC-12 improved 75% of 20; what did not: GI-04 improved only 40% of 42. By biology: SC-12 works best in Low butyrate capacity (80%) and worst in IL6 high-expression variant (75%); GI-04 works best in Poor metabolizer (50%) and worst in IL6 high-expression variant (38%).

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-01436	118	S14	Unstable	Unstable	81	96%	EC-03
P-01517	107	S14	Unstable	Stable	82	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-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-01735	96	S14	Unstable	Unstable	78	96%	EC-03
P-01739	111	S14	Unstable	Stable	71	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-01826	108	S05	Unstable	Improving	71	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-01887	119	S14	Unstable	Stable	69	96%	EC-03
P-01367	111	S17	Unstable	Stable	72	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-01845	110	S14	Unstable	Stable	62	94%	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-01813	113	S02	Unstable	Stable	69	92%	EC-03
P-01858	98	S01	Unstable	Improving	77	92%	EC-03
P-01775	103	S14	Unstable	Stable	59	91%	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-01897	119	S01	Deteriorating	Deteriorating	56	86%	EC-03
P-01529	118	S14	Unstable	Unstable	69	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-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-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-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-01398	110	S14	Unstable	Deteriorating	61	77%	EC-03
P-01597	109	S14	Unstable	Improving	66	77%	EC-03
P-01690	120	S14	Unstable	Stable	62	77%	EC-03
P-01410	99	S14	Deteriorating	Stable	52	76%	EC-03
P-01429	104	S14	Unstable	Stable	61	76%	EC-03
P-01492	101	S14	Unstable	Improving	62	76%	EC-03
P-01632	113	S14	Unstable	Improving	58	75%	EC-03
P-01405	116	S14	Stable	Unstable	55	74%	EC-03
P-01442	115	S03	Unstable	Unstable	83	74%	LT
P-01514	103	S13	Unstable	Stable	59	74%	LT
P-01603	116	S14	Unstable	Deteriorating	59	74%	EC-03
P-01659	93	S14	Improving	Unstable	54	74%	EC-03
P-01362	112	S08	Unstable	Improving	62	70%	LT
P-01708	102	S14	Deteriorating	Deteriorating	52	70%	LT
P-01328	113	S14	Stable	Improving	51	69%	EC-03
P-01612	117	S04	Unstable	Deteriorating	67	69%	EC-03
P-01310	116	S15	Unstable	Stable	64	68%	LT
P-01534	101	S03	Unstable	Improving	64	68%	EC-03
P-01564	116	S05	Unstable	Improving	62	68%	EC-03
P-01667	99	S14	Stable	Deteriorating	49	67%	EC-03
P-01570	118	S05	Stable	Stable	56	65%	EC-03
P-01663	120	S14	Deteriorating	Stable	42	65%	EC-03
P-01488	118	S16	Deteriorating	Stable	42	64%	EC-03
P-01409	118	S19	Deteriorating	Deteriorating	44	61%	EC-03
P-01615	98	S07	Unstable	Improving	62	61%	EC-03
P-01768	117	S17	Unstable	Stable	65	60%	LT
P-01364	120	S14	Improving	Improving	52	59%	EC-03
P-01336	113	S14	Improving	Stable	43	57%	EC-03