Datasets:

WitnessDataFactory
/

neurology-1k

record_id stringlengths 36 36	domain stringclasses 1 value	category stringclasses 8 values	note_type stringclasses 5 values	patient_age int64 18 85	patient_gender stringclasses 3 values	primary_label stringclasses 6 values	labels dict	consensus_score float64 0.97 1	inter_annotator_agreement float64 0.92 1	macro_f1 float64 0.95 0.99	model_scores dict	passes_quality_gate bool 1 class	generation_method stringclasses 1 value	generated_at stringlengths 27 27	phi_present bool 1 class	hipaa_compliant bool 1 class
71dd5133-0c32-4d06-bb5e-b2ea4bca4425	neurology	Dementia	Discharge Summary	59	Female	lesion_location	{ "category": "Dementia", "confidence": 0.9806, "primary": "lesion_location" }	0.9806	0.9663	0.9679	{ "llama3.3": 0.9964, "mistral": 0.9716, "qwen2.5": 0.9738 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045389Z	false	true
794b5f35-0339-49bb-b1ab-5c4e965b8a47	neurology	Dementia	Progress Note	36	Non-binary	diagnosis	{ "category": "Dementia", "confidence": 0.9725, "primary": "diagnosis" }	0.9725	0.9773	0.9565	{ "llama3.3": 0.963, "mistral": 0.9814, "qwen2.5": 0.9732 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045497Z	false	true
0d4017ef-252e-4351-bef4-4696ba7dafb1	neurology	Epilepsy	Progress Note	59	Female	treatment_plan	{ "category": "Epilepsy", "confidence": 0.9781, "primary": "treatment_plan" }	0.9781	0.9588	0.961	{ "llama3.3": 0.9588, "mistral": 0.9899, "qwen2.5": 0.9855 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045679Z	false	true
395e22c8-8cdf-44a7-a8a0-273f5de8041b	neurology	Dementia	Progress Note	54	Male	follow_up	{ "category": "Dementia", "confidence": 0.9716, "primary": "follow_up" }	0.9716	0.9419	0.9603	{ "llama3.3": 0.9989, "mistral": 0.9563, "qwen2.5": 0.9595 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045736Z	false	true
11bc92fb-bc5a-4e31-bb01-0dcc7541fad4	neurology	Epilepsy	MRI Brain Report	74	Female	follow_up	{ "category": "Epilepsy", "confidence": 0.9746, "primary": "follow_up" }	0.9746	0.9585	0.9579	{ "llama3.3": 0.9902, "mistral": 0.9566, "qwen2.5": 0.977 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045791Z	false	true
97601b0c-e3a1-411d-b3dd-3fa92a9f992b	neurology	Multiple Sclerosis	Neurology Consult	31	Female	lesion_location	{ "category": "Multiple Sclerosis", "confidence": 0.9723, "primary": "lesion_location" }	0.9723	0.9695	0.9609	{ "llama3.3": 0.9673, "mistral": 0.9864, "qwen2.5": 0.9631 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.045899Z	false	true
f1b32a3b-ecad-41ba-ac6e-01cb1e09624e	neurology	Ischemic Stroke	Neurology Consult	58	Non-binary	diagnosis	{ "category": "Ischemic Stroke", "confidence": 0.9826, "primary": "diagnosis" }	0.9826	0.9871	0.9658	{ "llama3.3": 0.9883, "mistral": 0.978, "qwen2.5": 0.9816 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046005Z	false	true
860e3827-4764-438a-9ecd-afd66a7a3197	neurology	Hemorrhagic Stroke	MRI Brain Report	24	Non-binary	severity_score	{ "category": "Hemorrhagic Stroke", "confidence": 0.9829, "primary": "severity_score" }	0.9829	0.9621	0.9713	{ "llama3.3": 0.9665, "mistral": 0.9848, "qwen2.5": 0.9973 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046059Z	false	true
51e4db40-6254-42f4-b541-0482c7b65bbe	neurology	Hemorrhagic Stroke	Discharge Summary	32	Male	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9708, "primary": "functional_status" }	0.9708	0.9765	0.9635	{ "llama3.3": 0.9659, "mistral": 0.9819, "qwen2.5": 0.9647 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046112Z	false	true
c34a1220-8986-457f-8ed8-483fdff3643e	neurology	Epilepsy	MRI Brain Report	63	Non-binary	lesion_location	{ "category": "Epilepsy", "confidence": 0.9772, "primary": "lesion_location" }	0.9772	0.9261	0.9667	{ "llama3.3": 0.9425, "mistral": 0.9971, "qwen2.5": 0.9921 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046165Z	false	true
b2bf1497-f02e-415f-9e20-5a21b5687435	neurology	Ischemic Stroke	MRI Brain Report	82	Non-binary	lesion_location	{ "category": "Ischemic Stroke", "confidence": 0.9736, "primary": "lesion_location" }	0.9736	0.9478	0.9563	{ "llama3.3": 0.9491, "mistral": 0.9874, "qwen2.5": 0.9843 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046219Z	false	true
f171673c-73b2-4d13-99ff-a5d76ff469c2	neurology	Ischemic Stroke	MRI Brain Report	47	Non-binary	lesion_location	{ "category": "Ischemic Stroke", "confidence": 0.9784, "primary": "lesion_location" }	0.9784	0.9968	0.9638	{ "llama3.3": 0.9793, "mistral": 0.979, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046272Z	false	true
be28d4ad-9de7-41da-bb5c-b16117a2d309	neurology	Hemorrhagic Stroke	MRI Brain Report	29	Male	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9713, "primary": "functional_status" }	0.9713	0.9473	0.966	{ "llama3.3": 0.9839, "mistral": 0.9465, "qwen2.5": 0.9836 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046530Z	false	true
f791cb56-19cb-49d2-a499-2deb5be5cf92	neurology	Epilepsy	Neurology Consult	30	Male	severity_score	{ "category": "Epilepsy", "confidence": 0.9769, "primary": "severity_score" }	0.9769	0.9795	0.9616	{ "llama3.3": 0.9723, "mistral": 0.9866, "qwen2.5": 0.9719 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046584Z	false	true
73754d5c-bdf8-4762-add8-36dd74e0e7c9	neurology	Migraine	MRI Brain Report	68	Non-binary	follow_up	{ "category": "Migraine", "confidence": 0.9869, "primary": "follow_up" }	0.9869	0.9715	0.9712	{ "llama3.3": 0.9777, "mistral": 1, "qwen2.5": 0.983 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046692Z	false	true
a24b1e76-dfe4-488b-9bb4-f59d666f3a62	neurology	Epilepsy	Progress Note	28	Female	functional_status	{ "category": "Epilepsy", "confidence": 0.978, "primary": "functional_status" }	0.978	0.9814	0.9662	{ "llama3.3": 0.9754, "mistral": 0.9721, "qwen2.5": 0.9866 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046801Z	false	true
61f689cd-6bf9-45f8-b80c-c5bda2769c94	neurology	Parkinson's Disease	Progress Note	64	Male	functional_status	{ "category": "Parkinson's Disease", "confidence": 0.9722, "primary": "functional_status" }	0.9722	0.967	0.9541	{ "llama3.3": 0.9567, "mistral": 0.9799, "qwen2.5": 0.9801 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046855Z	false	true
6012f330-3508-4de5-bd11-51bf011665af	neurology	Parkinson's Disease	MRI Brain Report	21	Male	functional_status	{ "category": "Parkinson's Disease", "confidence": 0.9715, "primary": "functional_status" }	0.9715	0.9542	0.9544	{ "llama3.3": 0.9504, "mistral": 0.978, "qwen2.5": 0.9861 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046909Z	false	true
e21712b7-536e-4383-94f8-248da308c4f2	neurology	Migraine	Neurology Consult	21	Female	treatment_plan	{ "category": "Migraine", "confidence": 0.9823, "primary": "treatment_plan" }	0.9823	0.9662	0.9748	{ "llama3.3": 0.98, "mistral": 0.9971, "qwen2.5": 0.9698 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.046963Z	false	true
b385a08d-bf3a-43a4-9239-90488e0733b7	neurology	Ischemic Stroke	EEG Report	55	Male	treatment_plan	{ "category": "Ischemic Stroke", "confidence": 0.9912, "primary": "treatment_plan" }	0.9912	0.9794	0.9841	{ "llama3.3": 1, "mistral": 0.9902, "qwen2.5": 0.9833 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047018Z	false	true
92b805df-657d-4c0e-bdbd-3ef5c5d5edb4	neurology	Hemorrhagic Stroke	EEG Report	24	Female	diagnosis	{ "category": "Hemorrhagic Stroke", "confidence": 0.9861, "primary": "diagnosis" }	0.9861	0.9927	0.9686	{ "llama3.3": 0.9893, "mistral": 0.9854, "qwen2.5": 0.9835 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047125Z	false	true
8e0eb1f3-447d-4d8b-8a25-9a6b133162a1	neurology	Multiple Sclerosis	Progress Note	72	Non-binary	severity_score	{ "category": "Multiple Sclerosis", "confidence": 0.9874, "primary": "severity_score" }	0.9874	0.9731	0.9819	{ "llama3.3": 1, "mistral": 0.9817, "qwen2.5": 0.9804 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047233Z	false	true
a670dda8-a310-4a08-ba82-c6e75934468f	neurology	Peripheral Neuropathy	Discharge Summary	41	Male	lesion_location	{ "category": "Peripheral Neuropathy", "confidence": 0.9899, "primary": "lesion_location" }	0.9899	0.9898	0.9786	{ "llama3.3": 0.9872, "mistral": 0.9878, "qwen2.5": 0.9947 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047469Z	false	true
14e1fb0b-145a-48af-add9-87643c2339fc	neurology	Hemorrhagic Stroke	MRI Brain Report	36	Male	severity_score	{ "category": "Hemorrhagic Stroke", "confidence": 0.9741, "primary": "severity_score" }	0.9741	0.9497	0.9678	{ "llama3.3": 0.9506, "mistral": 0.9826, "qwen2.5": 0.9889 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047609Z	false	true
6e13cca9-2178-49b4-90e2-a9c7c68f49e3	neurology	Dementia	MRI Brain Report	76	Non-binary	follow_up	{ "category": "Dementia", "confidence": 0.9772, "primary": "follow_up" }	0.9772	0.9324	0.9669	{ "llama3.3": 1, "mistral": 0.9465, "qwen2.5": 0.985 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047665Z	false	true
fa2a7c3f-3bee-412d-8c80-e3d4b62ddefe	neurology	Dementia	Discharge Summary	43	Female	lesion_location	{ "category": "Dementia", "confidence": 0.9879, "primary": "lesion_location" }	0.9879	0.9541	0.9722	{ "llama3.3": 0.9974, "mistral": 0.9663, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047719Z	false	true
31837f46-0636-4b6c-9ed3-6902cb2fd53d	neurology	Ischemic Stroke	Neurology Consult	68	Female	severity_score	{ "category": "Ischemic Stroke", "confidence": 0.9913, "primary": "severity_score" }	0.9913	0.9844	0.9792	{ "llama3.3": 0.9904, "mistral": 0.998, "qwen2.5": 0.9853 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047773Z	false	true
f9b1470f-635d-40da-aafc-cb50ff3668aa	neurology	Epilepsy	Discharge Summary	25	Non-binary	diagnosis	{ "category": "Epilepsy", "confidence": 0.9772, "primary": "diagnosis" }	0.9772	0.9498	0.9706	{ "llama3.3": 0.9603, "mistral": 1, "qwen2.5": 0.9712 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047882Z	false	true
2ca46e3f-231e-4673-85be-7603262423de	neurology	Dementia	Discharge Summary	50	Non-binary	severity_score	{ "category": "Dementia", "confidence": 0.9826, "primary": "severity_score" }	0.9826	0.9941	0.9743	{ "llama3.3": 0.9837, "mistral": 0.9843, "qwen2.5": 0.9799 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.047989Z	false	true
4acf354e-1de5-495c-a89e-c6f980a05855	neurology	Hemorrhagic Stroke	MRI Brain Report	25	Male	follow_up	{ "category": "Hemorrhagic Stroke", "confidence": 0.9727, "primary": "follow_up" }	0.9727	0.9537	0.9545	{ "llama3.3": 0.9904, "mistral": 0.9528, "qwen2.5": 0.9749 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048096Z	false	true
0c8072e2-c18b-4b33-8462-b5c0d42297e8	neurology	Multiple Sclerosis	MRI Brain Report	37	Female	treatment_plan	{ "category": "Multiple Sclerosis", "confidence": 0.972, "primary": "treatment_plan" }	0.972	0.9807	0.9603	{ "llama3.3": 0.9638, "mistral": 0.9795, "qwen2.5": 0.9727 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048202Z	false	true
f0b43e17-6f4d-4ffa-9d90-69122e18f797	neurology	Migraine	Neurology Consult	44	Female	functional_status	{ "category": "Migraine", "confidence": 0.9813, "primary": "functional_status" }	0.9813	0.959	0.9699	{ "llama3.3": 0.9677, "mistral": 0.976, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048273Z	false	true
9673fe27-0928-48bc-b17d-183443a6ef77	neurology	Migraine	Progress Note	63	Female	lesion_location	{ "category": "Migraine", "confidence": 0.9772, "primary": "lesion_location" }	0.9772	0.9686	0.9647	{ "llama3.3": 0.9896, "mistral": 0.9781, "qwen2.5": 0.964 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048714Z	false	true
383864e9-b77e-453e-b48c-76aa44359f77	neurology	Multiple Sclerosis	Neurology Consult	64	Male	lesion_location	{ "category": "Multiple Sclerosis", "confidence": 0.9775, "primary": "lesion_location" }	0.9775	0.9945	0.9603	{ "llama3.3": 0.9765, "mistral": 0.9801, "qwen2.5": 0.976 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048786Z	false	true
0825f98a-7233-485e-9a42-656f5205f020	neurology	Peripheral Neuropathy	Neurology Consult	75	Male	treatment_plan	{ "category": "Peripheral Neuropathy", "confidence": 0.9806, "primary": "treatment_plan" }	0.9806	0.9784	0.9656	{ "llama3.3": 0.9728, "mistral": 0.9901, "qwen2.5": 0.979 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048842Z	false	true
6d51c7ff-c6a9-4e2f-afe0-084fa606acc5	neurology	Parkinson's Disease	Neurology Consult	27	Male	lesion_location	{ "category": "Parkinson's Disease", "confidence": 0.9896, "primary": "lesion_location" }	0.9896	0.9777	0.9703	{ "llama3.3": 0.986, "mistral": 0.9829, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048896Z	false	true
23f90170-e7ef-4e22-b766-a6f2ab3c8166	neurology	Multiple Sclerosis	Discharge Summary	84	Female	lesion_location	{ "category": "Multiple Sclerosis", "confidence": 0.9772, "primary": "lesion_location" }	0.9772	0.9681	0.9655	{ "llama3.3": 0.9899, "mistral": 0.9778, "qwen2.5": 0.9639 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.048951Z	false	true
735e9e0e-7351-480d-8634-fe71fecf56fb	neurology	Peripheral Neuropathy	Neurology Consult	81	Female	severity_score	{ "category": "Peripheral Neuropathy", "confidence": 0.9861, "primary": "severity_score" }	0.9861	0.9569	0.9695	{ "llama3.3": 0.992, "mistral": 0.9663, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049005Z	false	true
7b25e785-e90e-4a79-9a99-315bd0ad6077	neurology	Dementia	EEG Report	22	Non-binary	treatment_plan	{ "category": "Dementia", "confidence": 0.974, "primary": "treatment_plan" }	0.974	0.9707	0.9574	{ "llama3.3": 0.9611, "mistral": 0.9848, "qwen2.5": 0.9759 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049059Z	false	true
edb7be8b-e1b3-4c6b-8d45-05ebc6dfe86d	neurology	Dementia	MRI Brain Report	75	Female	treatment_plan	{ "category": "Dementia", "confidence": 0.9869, "primary": "treatment_plan" }	0.9869	0.9719	0.9684	{ "llama3.3": 0.9788, "mistral": 1, "qwen2.5": 0.9818 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049112Z	false	true
d9221dd3-a773-4042-9a2e-27bed1eb1071	neurology	Epilepsy	Neurology Consult	58	Male	functional_status	{ "category": "Epilepsy", "confidence": 0.9724, "primary": "functional_status" }	0.9724	0.9558	0.9637	{ "llama3.3": 0.9752, "mistral": 0.9531, "qwen2.5": 0.9888 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049220Z	false	true
1cbf762e-ee27-4e4f-8ff2-a7789d68ea79	neurology	Parkinson's Disease	Neurology Consult	63	Female	functional_status	{ "category": "Parkinson's Disease", "confidence": 0.9725, "primary": "functional_status" }	0.9725	0.9516	0.9656	{ "llama3.3": 0.9498, "mistral": 0.9823, "qwen2.5": 0.9855 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049664Z	false	true
0b6766a5-7da2-4a11-a485-979fe03a3662	neurology	Parkinson's Disease	MRI Brain Report	50	Male	follow_up	{ "category": "Parkinson's Disease", "confidence": 0.9792, "primary": "follow_up" }	0.9792	0.9886	0.9733	{ "llama3.3": 0.9785, "mistral": 0.9842, "qwen2.5": 0.975 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049719Z	false	true
dc5ab431-d793-45fd-ac17-f44adc2e0a82	neurology	Ischemic Stroke	Discharge Summary	50	Female	diagnosis	{ "category": "Ischemic Stroke", "confidence": 0.9781, "primary": "diagnosis" }	0.9781	0.9741	0.9648	{ "llama3.3": 0.9681, "mistral": 0.977, "qwen2.5": 0.9892 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049773Z	false	true
675b8d9e-5ea9-4a61-9437-b2bc2a58e58b	neurology	Epilepsy	Neurology Consult	22	Male	lesion_location	{ "category": "Epilepsy", "confidence": 0.9824, "primary": "lesion_location" }	0.9824	0.9678	0.9727	{ "llama3.3": 0.9929, "mistral": 0.9867, "qwen2.5": 0.9677 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049827Z	false	true
5e4ebfea-bfd8-4824-97fe-b44776c3a834	neurology	Dementia	Discharge Summary	65	Non-binary	functional_status	{ "category": "Dementia", "confidence": 0.9732, "primary": "functional_status" }	0.9732	0.9769	0.9535	{ "llama3.3": 0.9839, "mistral": 0.9696, "qwen2.5": 0.9661 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049880Z	false	true
97bb1837-a202-4d6d-86c7-b57da4084a25	neurology	Peripheral Neuropathy	Discharge Summary	62	Non-binary	functional_status	{ "category": "Peripheral Neuropathy", "confidence": 0.972, "primary": "functional_status" }	0.972	0.9643	0.9569	{ "llama3.3": 0.9849, "mistral": 0.9749, "qwen2.5": 0.9561 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.049934Z	false	true
535583bd-02bb-463b-ac09-3eae101ef52f	neurology	Hemorrhagic Stroke	Neurology Consult	63	Female	treatment_plan	{ "category": "Hemorrhagic Stroke", "confidence": 0.9832, "primary": "treatment_plan" }	0.9832	0.9771	0.9655	{ "llama3.3": 0.9744, "mistral": 0.993, "qwen2.5": 0.9821 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050040Z	false	true
6325d806-a966-4888-841f-ecb1873c5544	neurology	Epilepsy	Progress Note	47	Female	diagnosis	{ "category": "Epilepsy", "confidence": 0.9817, "primary": "diagnosis" }	0.9817	0.9777	0.9653	{ "llama3.3": 0.9895, "mistral": 0.9717, "qwen2.5": 0.9838 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050093Z	false	true
c18daf6c-c453-476b-b4bb-9ea511fef8a9	neurology	Peripheral Neuropathy	EEG Report	25	Non-binary	follow_up	{ "category": "Peripheral Neuropathy", "confidence": 0.9718, "primary": "follow_up" }	0.9718	0.9538	0.9642	{ "llama3.3": 0.9703, "mistral": 0.9537, "qwen2.5": 0.9913 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050146Z	false	true
679b6a16-a482-424f-9fb0-ee05d13aa801	neurology	Dementia	Discharge Summary	36	Male	lesion_location	{ "category": "Dementia", "confidence": 0.9851, "primary": "lesion_location" }	0.9851	0.975	0.9664	{ "llama3.3": 0.976, "mistral": 0.9961, "qwen2.5": 0.9833 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050198Z	false	true
43a2c239-9bc3-4d5d-b409-87b008a0e5b1	neurology	Migraine	Progress Note	20	Male	follow_up	{ "category": "Migraine", "confidence": 0.9829, "primary": "follow_up" }	0.9829	0.9906	0.9651	{ "llama3.3": 0.9873, "mistral": 0.9806, "qwen2.5": 0.9809 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050252Z	false	true
5c4f9f17-a1ea-4789-9651-47cc56acaa27	neurology	Migraine	Neurology Consult	19	Non-binary	severity_score	{ "category": "Migraine", "confidence": 0.9735, "primary": "severity_score" }	0.9735	0.9754	0.968	{ "llama3.3": 0.9623, "mistral": 0.9818, "qwen2.5": 0.9763 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050415Z	false	true
3b669216-24b8-4a94-bd43-62e07ff3882d	neurology	Epilepsy	MRI Brain Report	63	Non-binary	functional_status	{ "category": "Epilepsy", "confidence": 0.991, "primary": "functional_status" }	0.991	0.9845	0.9858	{ "llama3.3": 0.9868, "mistral": 0.988, "qwen2.5": 0.9983 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050567Z	false	true
17108bc0-ef7c-4ba5-8d25-0fd2ffa2cc5d	neurology	Peripheral Neuropathy	EEG Report	75	Female	diagnosis	{ "category": "Peripheral Neuropathy", "confidence": 0.9747, "primary": "diagnosis" }	0.9747	0.9488	0.9634	{ "llama3.3": 0.9821, "mistral": 0.9511, "qwen2.5": 0.991 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050712Z	false	true
8046367e-3797-4be6-9f60-08335de6fe72	neurology	Parkinson's Disease	Progress Note	50	Female	treatment_plan	{ "category": "Parkinson's Disease", "confidence": 0.9841, "primary": "treatment_plan" }	0.9841	0.9762	0.9665	{ "llama3.3": 0.995, "mistral": 0.9805, "qwen2.5": 0.9766 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050887Z	false	true
bb8f9226-2fa4-4812-bc25-be34dc9fbf90	neurology	Parkinson's Disease	Discharge Summary	81	Female	follow_up	{ "category": "Parkinson's Disease", "confidence": 0.9754, "primary": "follow_up" }	0.9754	0.9605	0.9654	{ "llama3.3": 0.992, "mistral": 0.9599, "qwen2.5": 0.9743 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050941Z	false	true
5e5af1a2-be76-4565-b691-33619ca70308	neurology	Hemorrhagic Stroke	Discharge Summary	83	Female	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9783, "primary": "functional_status" }	0.9783	0.9885	0.9662	{ "llama3.3": 0.9754, "mistral": 0.9837, "qwen2.5": 0.9757 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.050996Z	false	true
70e1746c-b457-45b8-b7cd-67c417c77006	neurology	Hemorrhagic Stroke	MRI Brain Report	32	Female	treatment_plan	{ "category": "Hemorrhagic Stroke", "confidence": 0.9903, "primary": "treatment_plan" }	0.9903	0.9624	0.9837	{ "llama3.3": 0.9983, "mistral": 1, "qwen2.5": 0.9726 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051051Z	false	true
8fdfc0f0-d8a4-4da5-86d6-97be5f224bb2	neurology	Epilepsy	EEG Report	46	Female	functional_status	{ "category": "Epilepsy", "confidence": 0.9757, "primary": "functional_status" }	0.9757	0.9558	0.9637	{ "llama3.3": 0.9551, "mistral": 0.9881, "qwen2.5": 0.984 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051105Z	false	true
c05c5452-009d-49d0-8375-e897496034df	neurology	Migraine	MRI Brain Report	55	Non-binary	follow_up	{ "category": "Migraine", "confidence": 0.9834, "primary": "follow_up" }	0.9834	0.982	0.9783	{ "llama3.3": 0.9861, "mistral": 0.989, "qwen2.5": 0.975 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051160Z	false	true
a6b95e3d-f44a-4f03-8cd2-3a07f4da5316	neurology	Migraine	Progress Note	44	Female	treatment_plan	{ "category": "Migraine", "confidence": 0.9814, "primary": "treatment_plan" }	0.9814	0.9609	0.9632	{ "llama3.3": 0.996, "mistral": 0.9644, "qwen2.5": 0.9837 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051213Z	false	true
c8edca5a-64cb-4206-9216-00fe0b543b7b	neurology	Peripheral Neuropathy	Discharge Summary	22	Male	diagnosis	{ "category": "Peripheral Neuropathy", "confidence": 0.9823, "primary": "diagnosis" }	0.9823	0.9797	0.9754	{ "llama3.3": 0.9893, "mistral": 0.9731, "qwen2.5": 0.9844 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051267Z	false	true
6f7703e0-f841-483f-b735-4d0fd4244401	neurology	Peripheral Neuropathy	Neurology Consult	65	Non-binary	diagnosis	{ "category": "Peripheral Neuropathy", "confidence": 0.9812, "primary": "diagnosis" }	0.9812	0.9589	0.9667	{ "llama3.3": 0.9758, "mistral": 1, "qwen2.5": 0.9678 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051546Z	false	true
18dcb773-ba5a-451f-84d9-cd7ab91981cd	neurology	Hemorrhagic Stroke	EEG Report	19	Non-binary	follow_up	{ "category": "Hemorrhagic Stroke", "confidence": 0.9744, "primary": "follow_up" }	0.9744	0.9649	0.9563	{ "llama3.3": 0.9584, "mistral": 0.9786, "qwen2.5": 0.9861 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051617Z	false	true
1b3043cb-b43b-4911-a6c8-71def34c2aa8	neurology	Parkinson's Disease	Neurology Consult	81	Male	diagnosis	{ "category": "Parkinson's Disease", "confidence": 0.9763, "primary": "diagnosis" }	0.9763	0.9724	0.96	{ "llama3.3": 0.9893, "mistral": 0.9708, "qwen2.5": 0.9689 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051678Z	false	true
9ed3907a-dbaa-44b2-bd34-d0e3ebc34d89	neurology	Hemorrhagic Stroke	Discharge Summary	25	Non-binary	treatment_plan	{ "category": "Hemorrhagic Stroke", "confidence": 0.9817, "primary": "treatment_plan" }	0.9817	0.9886	0.9682	{ "llama3.3": 0.9763, "mistral": 0.9841, "qwen2.5": 0.9846 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051734Z	false	true
27e40de1-9c79-47ab-994a-22a99c6bf9fa	neurology	Peripheral Neuropathy	EEG Report	65	Male	treatment_plan	{ "category": "Peripheral Neuropathy", "confidence": 0.9887, "primary": "treatment_plan" }	0.9887	0.9787	0.9817	{ "llama3.3": 0.9867, "mistral": 0.9812, "qwen2.5": 0.9982 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.051843Z	false	true
820fae09-111f-4411-aea0-0583ae3b8fdd	neurology	Multiple Sclerosis	Progress Note	35	Male	treatment_plan	{ "category": "Multiple Sclerosis", "confidence": 0.985, "primary": "treatment_plan" }	0.985	0.9766	0.9767	{ "llama3.3": 0.9936, "mistral": 0.9748, "qwen2.5": 0.9866 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052001Z	false	true
5b1849f6-7e83-49a2-903a-0ae25037f07d	neurology	Dementia	Neurology Consult	23	Non-binary	functional_status	{ "category": "Dementia", "confidence": 0.9776, "primary": "functional_status" }	0.9776	0.9918	0.971	{ "llama3.3": 0.9777, "mistral": 0.9809, "qwen2.5": 0.9742 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052053Z	false	true
e2a9bb90-089e-4cbb-8492-f925d8feaf36	neurology	Dementia	Neurology Consult	78	Female	severity_score	{ "category": "Dementia", "confidence": 0.9754, "primary": "severity_score" }	0.9754	0.9632	0.9672	{ "llama3.3": 0.9625, "mistral": 0.9919, "qwen2.5": 0.9718 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052106Z	false	true
b675003d-dbbf-4868-aed6-5bd9038b436e	neurology	Multiple Sclerosis	MRI Brain Report	83	Non-binary	diagnosis	{ "category": "Multiple Sclerosis", "confidence": 0.9721, "primary": "diagnosis" }	0.9721	0.968	0.9525	{ "llama3.3": 0.9836, "mistral": 0.9579, "qwen2.5": 0.9748 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052159Z	false	true
6dd017fb-c696-4bd8-b8a0-e62f92c2892f	neurology	Hemorrhagic Stroke	MRI Brain Report	36	Male	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.982, "primary": "functional_status" }	0.982	0.9666	0.974	{ "llama3.3": 0.9968, "mistral": 0.9701, "qwen2.5": 0.9789 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052211Z	false	true
6bee2d5f-3131-4499-999e-ea13ff45c67d	neurology	Migraine	Discharge Summary	72	Male	diagnosis	{ "category": "Migraine", "confidence": 0.9801, "primary": "diagnosis" }	0.9801	0.9613	0.9732	{ "llama3.3": 0.9746, "mistral": 0.9677, "qwen2.5": 0.9979 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052461Z	false	true
ebc121e8-f94b-482e-a6e7-af1a3febba19	neurology	Dementia	MRI Brain Report	21	Female	severity_score	{ "category": "Dementia", "confidence": 0.9703, "primary": "severity_score" }	0.9703	0.9739	0.9589	{ "llama3.3": 0.9703, "mistral": 0.9809, "qwen2.5": 0.9597 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052517Z	false	true
7aa4e0c0-d844-4835-bade-cefb441412fd	neurology	Epilepsy	Neurology Consult	64	Female	lesion_location	{ "category": "Epilepsy", "confidence": 0.9858, "primary": "lesion_location" }	0.9858	0.9699	0.9663	{ "llama3.3": 0.9792, "mistral": 0.9783, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052624Z	false	true
2601e0de-5b65-48c2-bf35-d63979b970a1	neurology	Hemorrhagic Stroke	Neurology Consult	21	Female	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9879, "primary": "functional_status" }	0.9879	0.9702	0.9766	{ "llama3.3": 0.9952, "mistral": 0.9946, "qwen2.5": 0.9738 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052678Z	false	true
f97972cf-e9c8-4179-bf61-8c208334e4df	neurology	Parkinson's Disease	EEG Report	46	Non-binary	lesion_location	{ "category": "Parkinson's Disease", "confidence": 0.9711, "primary": "lesion_location" }	0.9711	0.988	0.9575	{ "llama3.3": 0.9677, "mistral": 0.9767, "qwen2.5": 0.9688 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052731Z	false	true
73d02297-5d30-490a-a6ec-558d80518521	neurology	Dementia	Neurology Consult	85	Male	diagnosis	{ "category": "Dementia", "confidence": 0.9726, "primary": "diagnosis" }	0.9726	0.9926	0.9671	{ "llama3.3": 0.9757, "mistral": 0.9696, "qwen2.5": 0.9725 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052783Z	false	true
c4ddcd6b-af7d-413b-8560-cad695a7e23a	neurology	Migraine	EEG Report	81	Male	diagnosis	{ "category": "Migraine", "confidence": 0.9781, "primary": "diagnosis" }	0.9781	0.952	0.9675	{ "llama3.3": 0.9831, "mistral": 0.9947, "qwen2.5": 0.9565 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052837Z	false	true
69ba8872-7b5b-4cdf-af03-fe65bcb21028	neurology	Hemorrhagic Stroke	MRI Brain Report	39	Male	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9875, "primary": "functional_status" }	0.9875	0.9787	0.9755	{ "llama3.3": 0.996, "mistral": 0.9785, "qwen2.5": 0.988 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052890Z	false	true
3ea1914f-8890-47d8-b8d1-9f190cacdf01	neurology	Migraine	Progress Note	67	Male	severity_score	{ "category": "Migraine", "confidence": 0.9745, "primary": "severity_score" }	0.9745	0.9811	0.9579	{ "llama3.3": 0.9774, "mistral": 0.9804, "qwen2.5": 0.9658 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052943Z	false	true
4139b7bd-40f0-47a2-a328-b679777d22a5	neurology	Epilepsy	Discharge Summary	33	Non-binary	functional_status	{ "category": "Epilepsy", "confidence": 0.9738, "primary": "functional_status" }	0.9738	0.9784	0.9605	{ "llama3.3": 0.9644, "mistral": 0.9818, "qwen2.5": 0.9753 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.052997Z	false	true
d513972d-5130-41ec-87cd-a0b4156e44f4	neurology	Epilepsy	Progress Note	51	Male	functional_status	{ "category": "Epilepsy", "confidence": 0.9798, "primary": "functional_status" }	0.9798	0.9311	0.9679	{ "llama3.3": 1, "mistral": 0.9918, "qwen2.5": 0.9477 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053050Z	false	true
20d0ec9a-7fba-4d97-83d9-628d49e967cc	neurology	Peripheral Neuropathy	MRI Brain Report	84	Non-binary	functional_status	{ "category": "Peripheral Neuropathy", "confidence": 0.9757, "primary": "functional_status" }	0.9757	0.9632	0.9616	{ "llama3.3": 0.9734, "mistral": 0.962, "qwen2.5": 0.9918 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053335Z	false	true
2da7b555-719c-4f3c-a277-80526f274f06	neurology	Peripheral Neuropathy	MRI Brain Report	30	Female	treatment_plan	{ "category": "Peripheral Neuropathy", "confidence": 0.9805, "primary": "treatment_plan" }	0.9805	0.9587	0.9715	{ "llama3.3": 0.9812, "mistral": 0.9632, "qwen2.5": 0.9969 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053477Z	false	true
e4a7bb77-e7fb-43d1-93e1-866644570c60	neurology	Hemorrhagic Stroke	EEG Report	41	Male	treatment_plan	{ "category": "Hemorrhagic Stroke", "confidence": 0.9779, "primary": "treatment_plan" }	0.9779	0.9494	0.9653	{ "llama3.3": 0.959, "mistral": 0.9747, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053590Z	false	true
5946d471-fd6c-49f6-88a2-4f8c685e6b5e	neurology	Hemorrhagic Stroke	MRI Brain Report	80	Male	functional_status	{ "category": "Hemorrhagic Stroke", "confidence": 0.9712, "primary": "functional_status" }	0.9712	0.983	0.9551	{ "llama3.3": 0.9633, "mistral": 0.9739, "qwen2.5": 0.9764 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053703Z	false	true
d9d2eefa-3271-4543-8360-dd587ba315d8	neurology	Multiple Sclerosis	Discharge Summary	30	Male	treatment_plan	{ "category": "Multiple Sclerosis", "confidence": 0.9916, "primary": "treatment_plan" }	0.9916	0.99	0.985	{ "llama3.3": 0.9955, "mistral": 0.9873, "qwen2.5": 0.992 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053760Z	false	true
8fddd342-41d3-4d32-bd5f-670803438367	neurology	Peripheral Neuropathy	EEG Report	82	Male	severity_score	{ "category": "Peripheral Neuropathy", "confidence": 0.9713, "primary": "severity_score" }	0.9713	0.969	0.9544	{ "llama3.3": 0.9581, "mistral": 0.9726, "qwen2.5": 0.9833 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053871Z	false	true
0cf56a73-b229-463b-adce-da609c4434b4	neurology	Ischemic Stroke	EEG Report	25	Female	functional_status	{ "category": "Ischemic Stroke", "confidence": 0.9775, "primary": "functional_status" }	0.9775	0.9604	0.9688	{ "llama3.3": 0.9955, "mistral": 0.9729, "qwen2.5": 0.9641 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053928Z	false	true
ac115ed7-8ac6-47de-943d-5f7ab3e1455b	neurology	Epilepsy	MRI Brain Report	39	Male	severity_score	{ "category": "Epilepsy", "confidence": 0.9932, "primary": "severity_score" }	0.9932	0.974	0.9768	{ "llama3.3": 1, "mistral": 0.981, "qwen2.5": 0.9986 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.053984Z	false	true
cee9296c-ab3c-4166-a3e0-a6263d1b35f4	neurology	Parkinson's Disease	Progress Note	35	Female	functional_status	{ "category": "Parkinson's Disease", "confidence": 0.9735, "primary": "functional_status" }	0.9735	0.9638	0.9644	{ "llama3.3": 0.9889, "mistral": 0.9722, "qwen2.5": 0.9595 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054041Z	false	true
1e7be4b2-1df2-498b-a0e6-48bff28fc3b7	neurology	Multiple Sclerosis	Neurology Consult	54	Female	lesion_location	{ "category": "Multiple Sclerosis", "confidence": 0.9733, "primary": "lesion_location" }	0.9733	0.9503	0.9622	{ "llama3.3": 0.9949, "mistral": 0.9547, "qwen2.5": 0.9703 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054097Z	false	true
031adf25-214f-4ed7-83a7-60b7103761ae	neurology	Migraine	Neurology Consult	36	Non-binary	severity_score	{ "category": "Migraine", "confidence": 0.9776, "primary": "severity_score" }	0.9776	0.9521	0.9629	{ "llama3.3": 0.9688, "mistral": 0.9639, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054155Z	false	true
eb3d4d7b-8bbc-4168-9fe9-c71141d3c2ad	neurology	Ischemic Stroke	MRI Brain Report	71	Male	lesion_location	{ "category": "Ischemic Stroke", "confidence": 0.9758, "primary": "lesion_location" }	0.9758	0.9245	0.958	{ "llama3.3": 0.9987, "mistral": 0.9408, "qwen2.5": 0.9881 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054210Z	false	true
2c44aeea-7efb-4b48-86d9-5ce16c9fa2f9	neurology	Parkinson's Disease	EEG Report	51	Female	functional_status	{ "category": "Parkinson's Disease", "confidence": 0.9904, "primary": "functional_status" }	0.9904	0.9691	0.9737	{ "llama3.3": 1, "mistral": 0.9951, "qwen2.5": 0.9761 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054357Z	false	true
963b8e64-dd79-43b2-935a-0352e40df54c	neurology	Parkinson's Disease	EEG Report	46	Female	severity_score	{ "category": "Parkinson's Disease", "confidence": 0.9754, "primary": "severity_score" }	0.9754	0.9755	0.9656	{ "llama3.3": 0.9663, "mistral": 0.9736, "qwen2.5": 0.9861 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054500Z	false	true
be38d94c-7ee1-4c07-9550-cf758976e606	neurology	Multiple Sclerosis	MRI Brain Report	40	Male	diagnosis	{ "category": "Multiple Sclerosis", "confidence": 0.9873, "primary": "diagnosis" }	0.9873	0.9843	0.9818	{ "llama3.3": 0.9934, "mistral": 0.9806, "qwen2.5": 0.988 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054615Z	false	true
8b686de5-73b9-47af-a904-9d709deb0fc6	neurology	Migraine	EEG Report	80	Non-binary	severity_score	{ "category": "Migraine", "confidence": 0.9702, "primary": "severity_score" }	0.9702	0.9468	0.9632	{ "llama3.3": 0.9934, "mistral": 0.9668, "qwen2.5": 0.9504 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.054672Z	false	true

End of preview. Expand in Data Studio

Neurology Medical Dataset — 1,000 Record Free Sample

Enterprise-grade synthetic medical data. Zero PHI. HIPAA-Aligned.

Quality Metrics

Metric	Score	Industry Benchmark
Trinity Consensus Score (TAS)	98.0%	85-92% typical
Trinity Assurance Score (TAS)	0.97	0.75-0.85 typical
Macro F1	0.97	0.80-0.90 typical
PHI Present	None	--
Generation Method	3-LLM Trinity Ensemble	Single model typical

What's Included (Free)

1,000 clinically-structured synthetic neurology records
Full label taxonomy with confidence scores per record
Trinity consensus scores per record (filter by your own threshold)
Structured Parquet format (load with Hugging Face datasets in one line)
Zero PHI -- safe for unrestricted research and commercial use

Quick Start

from datasets import load_dataset

# Load free 1K sample
ds = load_dataset("WitnessDataFactory/neurology-1k", split="train")
print(ds[0])

# Filter by quality gate
high_quality = ds.filter(lambda x: x["consensus_score"] >= 0.97)
print(f"Records passing 97% gate: {len(high_quality)}")

# Export to pandas
df = ds.to_pandas()
df.to_csv("neurology_sample.csv", index=False)

Dataset Schema

{
  "record_id":                  "uuid-v4",
  "domain":                     "neurology",
  "category":                   "Specific clinical subcategory",
  "note_type":                  "Clinical note type",
  "patient_age":                42,
  "patient_gender":             "Female",
  "primary_label":              "diagnosis",
  "labels": {
    "primary":                  "diagnosis",
    "category":                 "Subcategory name",
    "confidence":               0.972
  },
  "consensus_score":            0.972,
  "inter_annotator_agreement":  0.941,
  "macro_f1":                   0.963,
  "model_scores": {
    "llama3.3":                 0.975,
    "mistral":                  0.968,
    "qwen2.5":                  0.972
  },
  "passes_quality_gate":        true,
  "generation_method":          "Trinity_Ensemble_v2",
  "phi_present":                false,
  "hipaa_compliant":            true
}

Upgrade to Production Scale

This 1K sample is your proof-of-concept dataset. When you're ready to train production models:

Tier	Records	Price	Per-Record	Best For	Buy
Starter	10,000	$1,999	$0.20	Pilot deployment, MVP	Buy Now
Production	50,000	$7,999	$0.16	Model training, Series C+	Buy Now
Enterprise	250,000	$29,999	$0.12	FDA-track, clinical AI	Buy Now
Strategic	1,000,000	$99,999	$0.10	Multi-year partnerships	Contact Sales

Multi-Domain Bundles

Bundle	Contents	Price	Discount
3-Domain Bundle	50K x 3 domains of choice	$19,999	17% off
Complete Collection	50K x all 9 specialties	$49,999	22% off

View All Bundles

Delivery: Instant checkout -> Full dataset delivered within 24 hours.

Why WITNESS DATA FACTORY?

Speed

Your research timeline shouldn't wait 3-6 months for custom data generation. Production datasets delivered in under 24 hours from purchase.

Quality

98.0% Trinity consensus vs. 85-92% industry standard
3-LLM ensemble eliminates single-model hallucination bias
Every record validated through Trinity quality gates before delivery
Documented, reproducible QA certificate included with every order

Scale

Proven on 100M+ record PostgreSQL infrastructure
Billion-record architecture ready for enterprise contracts
9 medical domains, 4 volume tiers, instant zero-touch fulfillment

Compliance

Zero PHI -- 100% synthetic, no de-identification liability
HIPAA-Aligned by architecture (no real patient data ever ingested)
No IRB required -- fully synthetic generation pipeline
Commercial use permitted under CC BY 4.0 (sample tier)

Citation

@dataset{witness_data_factory_neurology_2026,
  title     = {Neurology Synthetic Medical Dataset},
  author    = {WITNESS DATA FACTORY},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/datasets/WitnessDataFactory/neurology-1k}
}

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	500,000	$49,999
Factory	1,000,000	$89,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available
Contact: WitnessDataFactory@gmail.com

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	250,000	$29,999
Factory	1,000,000	$99,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available

Contact

Channel	Address
Sales and Licensing	WitnessDataFactory@gmail.com
Technical Support	WitnessDataFactory@gmail.com
All Datasets	huggingface.co/WitnessDataFactory
Store	witness-data-factory.onrender.com

Powered by WITNESS DATA FACTORY -- Enterprise Synthetic Medical Data at Scale Trinity Ensemble Pipeline v3.2.1 | Zero PHI | Zero-Touch Fulfillment

Operating Modes

The WITNESS DATA FACTORY™ pipeline supports two operating modes:

Mode	`gate_mode`	`witness_gate_status`	Trinity Active?	ESCALATE Handling
Witness Gate	`witness_gate`	`enabled_for_batch`	Yes	Reviewed by Trinity; PASS records delivered, REJECT excluded
Rules-only	`rules_only`	`disabled_for_batch`	No	Excluded without Trinity review

The operating mode for each batch is recorded in the machine-readable qa_certificate.json delivered with every production batch. The actual delivered row count (records_delivered) may be lower than the requested commercial tier size due to automated QA exclusion and, when enabled, gating decisions.

The QA certificate JSON and delivery manifest JSON are the canonical source of truth for batch accounting. The compliance PDFs are supporting human-readable documents.

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