Datasets:

WitnessDataFactory
/

endocrinology-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
ea1abbe1-f051-44dc-bf51-e94dea28cc1c	endocrinology	Osteoporosis	Discharge Summary	51	Male	follow_up	{ "category": "Osteoporosis", "confidence": 0.9812, "primary": "follow_up" }	0.9812	0.9584	0.963	{ "llama3.3": 0.9671, "mistral": 1, "qwen2.5": 0.9764 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.199888Z	false	true
192278e7-55bc-460f-bd3d-a9af10348181	endocrinology	Thyroid Disorder	Lab Review Note	22	Non-binary	diagnosis	{ "category": "Thyroid Disorder", "confidence": 0.9783, "primary": "diagnosis" }	0.9783	0.9539	0.965	{ "llama3.3": 0.9665, "mistral": 1, "qwen2.5": 0.9684 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200116Z	false	true
72f5316d-9918-4762-85fb-54f3df87302e	endocrinology	Osteoporosis	Diabetes Follow-up	18	Male	diagnosis	{ "category": "Osteoporosis", "confidence": 0.9838, "primary": "diagnosis" }	0.9838	0.9697	0.9749	{ "llama3.3": 0.9977, "mistral": 0.974, "qwen2.5": 0.9797 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200171Z	false	true
ead9b5f3-7ffb-4037-953a-26ca01aae90f	endocrinology	Pituitary Disorder	Endocrinology Consult	38	Male	lifestyle_counseling	{ "category": "Pituitary Disorder", "confidence": 0.9868, "primary": "lifestyle_counseling" }	0.9868	0.9808	0.9769	{ "llama3.3": 0.9958, "mistral": 0.9834, "qwen2.5": 0.9814 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200413Z	false	true
cfc84373-b85e-48ae-9c74-864747ba31fc	endocrinology	Thyroid Disorder	Thyroid Clinic Note	41	Male	thyroid_function	{ "category": "Thyroid Disorder", "confidence": 0.9823, "primary": "thyroid_function" }	0.9823	0.973	0.9686	{ "llama3.3": 0.9696, "mistral": 0.9891, "qwen2.5": 0.9883 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200471Z	false	true
819919f0-27e2-4605-b256-383916d5e9d3	endocrinology	Metabolic Syndrome	Diabetes Follow-up	60	Male	thyroid_function	{ "category": "Metabolic Syndrome", "confidence": 0.9918, "primary": "thyroid_function" }	0.9918	0.9677	0.9827	{ "llama3.3": 0.9988, "mistral": 1, "qwen2.5": 0.9766 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200528Z	false	true
aeb0586c-0953-4cab-99e1-c6e72300fbd7	endocrinology	Metabolic Syndrome	Endocrinology Consult	73	Non-binary	diagnosis	{ "category": "Metabolic Syndrome", "confidence": 0.9718, "primary": "diagnosis" }	0.9718	0.9702	0.9556	{ "llama3.3": 0.9801, "mistral": 0.9578, "qwen2.5": 0.9774 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200638Z	false	true
70d31820-953c-410a-b76a-95da2016c979	endocrinology	Type 2 Diabetes	Thyroid Clinic Note	66	Female	hba1c_level	{ "category": "Type 2 Diabetes", "confidence": 0.9967, "primary": "hba1c_level" }	0.9967	0.9858	0.9774	{ "llama3.3": 0.99, "mistral": 1, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200693Z	false	true
d5c4abaa-1016-4ff1-b22b-a161423e9f08	endocrinology	Pituitary Disorder	Endocrinology Consult	78	Male	medication_adjustment	{ "category": "Pituitary Disorder", "confidence": 0.9809, "primary": "medication_adjustment" }	0.9809	0.964	0.9637	{ "llama3.3": 0.9651, "mistral": 0.9942, "qwen2.5": 0.9834 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200747Z	false	true
36300299-d590-4198-b85c-c3de4f28755b	endocrinology	Pituitary Disorder	Diabetes Follow-up	74	Male	hba1c_level	{ "category": "Pituitary Disorder", "confidence": 0.9716, "primary": "hba1c_level" }	0.9716	0.972	0.9548	{ "llama3.3": 0.9847, "mistral": 0.9666, "qwen2.5": 0.9635 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200911Z	false	true
cdb5c3e8-9f29-419c-ad8a-03f2e5e90d1e	endocrinology	Type 2 Diabetes	Diabetes Follow-up	41	Female	thyroid_function	{ "category": "Type 2 Diabetes", "confidence": 0.98, "primary": "thyroid_function" }	0.98	0.9814	0.9662	{ "llama3.3": 0.973, "mistral": 0.9881, "qwen2.5": 0.9788 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.200965Z	false	true
ae4188a0-1961-4718-9db9-b79361ba0d3a	endocrinology	Thyroid Disorder	Discharge Summary	25	Non-binary	follow_up	{ "category": "Thyroid Disorder", "confidence": 0.9858, "primary": "follow_up" }	0.9858	0.953	0.9743	{ "llama3.3": 0.964, "mistral": 0.9935, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201075Z	false	true
3f90897d-fca4-4298-9705-198c34216b08	endocrinology	Type 2 Diabetes	Discharge Summary	46	Male	hba1c_level	{ "category": "Type 2 Diabetes", "confidence": 0.98, "primary": "hba1c_level" }	0.98	0.9816	0.9744	{ "llama3.3": 0.9885, "mistral": 0.9774, "qwen2.5": 0.9742 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201130Z	false	true
e83e013d-b6ba-45ea-be43-6f26968dc872	endocrinology	Pituitary Disorder	Endocrinology Consult	60	Male	hba1c_level	{ "category": "Pituitary Disorder", "confidence": 0.9883, "primary": "hba1c_level" }	0.9883	0.9728	0.9687	{ "llama3.3": 0.9935, "mistral": 0.9755, "qwen2.5": 0.9958 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201184Z	false	true
c5ba65f9-d2c3-4da6-b22c-af9cd67e3ec9	endocrinology	Pituitary Disorder	Thyroid Clinic Note	46	Non-binary	lifestyle_counseling	{ "category": "Pituitary Disorder", "confidence": 0.9703, "primary": "lifestyle_counseling" }	0.9703	0.9649	0.954	{ "llama3.3": 0.9544, "mistral": 0.9744, "qwen2.5": 0.9821 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201238Z	false	true
d7ee25d8-6def-40aa-8343-381ea1c66bcb	endocrinology	Osteoporosis	Thyroid Clinic Note	61	Male	thyroid_function	{ "category": "Osteoporosis", "confidence": 0.9744, "primary": "thyroid_function" }	0.9744	0.9679	0.9638	{ "llama3.3": 0.9873, "mistral": 0.9748, "qwen2.5": 0.9611 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201316Z	false	true
7bc59951-117a-4635-8985-05fbf7b0ca14	endocrinology	Adrenal Disorder	Endocrinology Consult	19	Female	lifestyle_counseling	{ "category": "Adrenal Disorder", "confidence": 0.9782, "primary": "lifestyle_counseling" }	0.9782	0.984	0.9703	{ "llama3.3": 0.9847, "mistral": 0.9717, "qwen2.5": 0.9781 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201380Z	false	true
038c632f-5037-4a63-92e6-a1d6b4af696e	endocrinology	Hyperlipidemia	Endocrinology Consult	69	Non-binary	lifestyle_counseling	{ "category": "Hyperlipidemia", "confidence": 0.9804, "primary": "lifestyle_counseling" }	0.9804	0.9653	0.962	{ "llama3.3": 0.9866, "mistral": 0.9642, "qwen2.5": 0.9904 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201493Z	false	true
6af1831b-b160-4b58-95e3-f3a9a1000628	endocrinology	Thyroid Disorder	Lab Review Note	45	Male	thyroid_function	{ "category": "Thyroid Disorder", "confidence": 0.9862, "primary": "thyroid_function" }	0.9862	0.9586	0.9695	{ "llama3.3": 0.9667, "mistral": 0.9946, "qwen2.5": 0.9972 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201549Z	false	true
81eb1ec8-e6db-4b82-9953-0ce9b2dccdc6	endocrinology	Pituitary Disorder	Endocrinology Consult	59	Non-binary	medication_adjustment	{ "category": "Pituitary Disorder", "confidence": 0.9873, "primary": "medication_adjustment" }	0.9873	0.9715	0.9685	{ "llama3.3": 0.9758, "mistral": 0.987, "qwen2.5": 0.999 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201659Z	false	true
60867e94-0257-4988-ab3a-eaa9c8439019	endocrinology	Metabolic Syndrome	Lab Review Note	50	Female	lifestyle_counseling	{ "category": "Metabolic Syndrome", "confidence": 0.973, "primary": "lifestyle_counseling" }	0.973	0.9755	0.9562	{ "llama3.3": 0.9659, "mistral": 0.9687, "qwen2.5": 0.9845 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201714Z	false	true
68136bb5-13e7-4f92-a5b1-84c258199115	endocrinology	Type 1 Diabetes	Discharge Summary	30	Female	follow_up	{ "category": "Type 1 Diabetes", "confidence": 0.9839, "primary": "follow_up" }	0.9839	0.9652	0.9716	{ "llama3.3": 0.9683, "mistral": 0.996, "qwen2.5": 0.9873 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201769Z	false	true
2a906ea0-bc76-4ff1-9380-863c2e68bc23	endocrinology	Metabolic Syndrome	Thyroid Clinic Note	21	Non-binary	follow_up	{ "category": "Metabolic Syndrome", "confidence": 0.9752, "primary": "follow_up" }	0.9752	0.9861	0.9654	{ "llama3.3": 0.972, "mistral": 0.9818, "qwen2.5": 0.9719 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201823Z	false	true
d250a967-e5f1-4e68-b683-aa65da0e9e8a	endocrinology	Thyroid Disorder	Diabetes Follow-up	28	Female	medication_adjustment	{ "category": "Thyroid Disorder", "confidence": 0.974, "primary": "medication_adjustment" }	0.974	0.9833	0.9571	{ "llama3.3": 0.9662, "mistral": 0.9789, "qwen2.5": 0.9768 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201876Z	false	true
f57e2556-b2fa-432a-ac84-611793116d2d	endocrinology	Thyroid Disorder	Diabetes Follow-up	50	Female	medication_adjustment	{ "category": "Thyroid Disorder", "confidence": 0.9871, "primary": "medication_adjustment" }	0.9871	0.9717	0.9764	{ "llama3.3": 0.9776, "mistral": 1, "qwen2.5": 0.9839 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.201985Z	false	true
31ce9966-d851-4e64-aa4f-989a2a70075d	endocrinology	Type 1 Diabetes	Discharge Summary	32	Male	diagnosis	{ "category": "Type 1 Diabetes", "confidence": 0.9857, "primary": "diagnosis" }	0.9857	0.9864	0.9705	{ "llama3.3": 0.9901, "mistral": 0.9875, "qwen2.5": 0.9795 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202148Z	false	true
e87361f3-42a6-453f-96f3-ed4785b9ae6a	endocrinology	Hyperlipidemia	Diabetes Follow-up	43	Non-binary	lifestyle_counseling	{ "category": "Hyperlipidemia", "confidence": 0.9798, "primary": "lifestyle_counseling" }	0.9798	0.9647	0.9631	{ "llama3.3": 0.9718, "mistral": 0.9964, "qwen2.5": 0.9711 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202201Z	false	true
10592199-06fe-433b-976f-e4b8526b8a49	endocrinology	Metabolic Syndrome	Diabetes Follow-up	63	Male	medication_adjustment	{ "category": "Metabolic Syndrome", "confidence": 0.98, "primary": "medication_adjustment" }	0.98	0.9643	0.9704	{ "llama3.3": 0.9736, "mistral": 0.9698, "qwen2.5": 0.9967 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202256Z	false	true
b3684ab8-9947-4b16-bb49-e5068532c483	endocrinology	Metabolic Syndrome	Diabetes Follow-up	78	Male	diagnosis	{ "category": "Metabolic Syndrome", "confidence": 0.9859, "primary": "diagnosis" }	0.9859	0.988	0.9752	{ "llama3.3": 0.9827, "mistral": 0.9915, "qwen2.5": 0.9834 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202363Z	false	true
ad296126-4ab9-4fe1-ab7c-020dcb262191	endocrinology	Pituitary Disorder	Lab Review Note	69	Female	follow_up	{ "category": "Pituitary Disorder", "confidence": 0.9734, "primary": "follow_up" }	0.9734	0.9712	0.9613	{ "llama3.3": 0.9751, "mistral": 0.9842, "qwen2.5": 0.9608 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202479Z	false	true
54ad4e80-19f0-4308-9f79-d31f3fe7dc93	endocrinology	Type 1 Diabetes	Discharge Summary	68	Male	follow_up	{ "category": "Type 1 Diabetes", "confidence": 0.9739, "primary": "follow_up" }	0.9739	0.9927	0.9615	{ "llama3.3": 0.971, "mistral": 0.977, "qwen2.5": 0.9736 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202535Z	false	true
4c544c18-ad1f-48ff-8ed3-b7d4c431c968	endocrinology	Type 2 Diabetes	Thyroid Clinic Note	33	Female	thyroid_function	{ "category": "Type 2 Diabetes", "confidence": 0.9787, "primary": "thyroid_function" }	0.9787	0.9597	0.9644	{ "llama3.3": 0.9617, "mistral": 0.9946, "qwen2.5": 0.9798 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202589Z	false	true
6c628382-04e2-4e22-9aca-a3852ffe7350	endocrinology	Thyroid Disorder	Lab Review Note	51	Male	medication_adjustment	{ "category": "Thyroid Disorder", "confidence": 0.9726, "primary": "medication_adjustment" }	0.9726	0.9648	0.9627	{ "llama3.3": 0.9573, "mistral": 0.9747, "qwen2.5": 0.9857 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202644Z	false	true
abb450f5-0407-4b7b-94cc-4a63b3a29c35	endocrinology	Thyroid Disorder	Discharge Summary	69	Female	follow_up	{ "category": "Thyroid Disorder", "confidence": 0.9762, "primary": "follow_up" }	0.9762	0.9724	0.9694	{ "llama3.3": 0.9634, "mistral": 0.9805, "qwen2.5": 0.9846 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202697Z	false	true
1431efd9-6afb-4fe4-b6d0-419bd37a2fb7	endocrinology	Hyperlipidemia	Lab Review Note	22	Non-binary	diagnosis	{ "category": "Hyperlipidemia", "confidence": 0.9722, "primary": "diagnosis" }	0.9722	0.985	0.9645	{ "llama3.3": 0.9653, "mistral": 0.9771, "qwen2.5": 0.9742 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202752Z	false	true
e6643d7c-9592-4416-a0dd-40a6c010e51d	endocrinology	Osteoporosis	Diabetes Follow-up	39	Male	hba1c_level	{ "category": "Osteoporosis", "confidence": 0.9806, "primary": "hba1c_level" }	0.9806	0.9483	0.975	{ "llama3.3": 0.9855, "mistral": 0.9989, "qwen2.5": 0.9575 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202806Z	false	true
34f9275a-78a6-4ab2-9196-d2ce66c63d05	endocrinology	Metabolic Syndrome	Endocrinology Consult	83	Female	lifestyle_counseling	{ "category": "Metabolic Syndrome", "confidence": 0.9732, "primary": "lifestyle_counseling" }	0.9732	0.9937	0.9594	{ "llama3.3": 0.9749, "mistral": 0.9745, "qwen2.5": 0.9703 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202859Z	false	true
4abed571-2fb3-4b0f-a50e-298cdcaaf2b5	endocrinology	Thyroid Disorder	Lab Review Note	79	Female	diagnosis	{ "category": "Thyroid Disorder", "confidence": 0.9704, "primary": "diagnosis" }	0.9704	0.9647	0.9514	{ "llama3.3": 0.9687, "mistral": 0.9856, "qwen2.5": 0.957 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.202967Z	false	true
21040981-a489-4c81-8f7f-bebb1b0f484e	endocrinology	Hyperlipidemia	Diabetes Follow-up	71	Non-binary	hba1c_level	{ "category": "Hyperlipidemia", "confidence": 0.9878, "primary": "hba1c_level" }	0.9878	0.9738	0.9679	{ "llama3.3": 1, "mistral": 0.9838, "qwen2.5": 0.9798 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203021Z	false	true
2b176b49-b86d-4f82-8eb5-cc67298282b8	endocrinology	Hyperlipidemia	Lab Review Note	52	Female	hba1c_level	{ "category": "Hyperlipidemia", "confidence": 0.9845, "primary": "hba1c_level" }	0.9845	0.9789	0.9646	{ "llama3.3": 0.9887, "mistral": 0.9746, "qwen2.5": 0.9903 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203075Z	false	true
9a07e9b3-a0c6-458d-9d33-d21b83e02c2b	endocrinology	Osteoporosis	Lab Review Note	83	Female	follow_up	{ "category": "Osteoporosis", "confidence": 0.9796, "primary": "follow_up" }	0.9796	0.991	0.9686	{ "llama3.3": 0.9769, "mistral": 0.9838, "qwen2.5": 0.9782 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203183Z	false	true
3a52ee16-5ff0-4470-a10e-b6c0cc32818d	endocrinology	Hyperlipidemia	Lab Review Note	62	Male	follow_up	{ "category": "Hyperlipidemia", "confidence": 0.9874, "primary": "follow_up" }	0.9874	0.9483	0.9718	{ "llama3.3": 0.9993, "mistral": 1, "qwen2.5": 0.9631 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203236Z	false	true
806ae969-f035-4524-83f9-bfd067ef9e00	endocrinology	Metabolic Syndrome	Discharge Summary	85	Non-binary	medication_adjustment	{ "category": "Metabolic Syndrome", "confidence": 0.9709, "primary": "medication_adjustment" }	0.9709	0.9461	0.955	{ "llama3.3": 0.9832, "mistral": 0.9839, "qwen2.5": 0.9455 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203400Z	false	true
02b6b364-f403-4794-96f0-fac712a07475	endocrinology	Thyroid Disorder	Endocrinology Consult	64	Female	medication_adjustment	{ "category": "Thyroid Disorder", "confidence": 0.9861, "primary": "medication_adjustment" }	0.9861	0.9704	0.9759	{ "llama3.3": 1, "mistral": 0.9781, "qwen2.5": 0.9801 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203459Z	false	true
f80e1bad-338f-4252-a2f3-7ed67beb4673	endocrinology	Type 2 Diabetes	Discharge Summary	29	Male	medication_adjustment	{ "category": "Type 2 Diabetes", "confidence": 0.9926, "primary": "medication_adjustment" }	0.9926	0.9688	0.982	{ "llama3.3": 1, "mistral": 0.9779, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203517Z	false	true
41051d43-e011-43a6-ae56-438c684be7d1	endocrinology	Thyroid Disorder	Endocrinology Consult	30	Non-binary	thyroid_function	{ "category": "Thyroid Disorder", "confidence": 0.9702, "primary": "thyroid_function" }	0.9702	0.9582	0.9528	{ "llama3.3": 0.9688, "mistral": 0.9879, "qwen2.5": 0.9539 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203574Z	false	true
7ef30741-e909-4590-888a-3c94bd6b6c89	endocrinology	Type 1 Diabetes	Lab Review Note	27	Male	thyroid_function	{ "category": "Type 1 Diabetes", "confidence": 0.9708, "primary": "thyroid_function" }	0.9708	0.9427	0.9528	{ "llama3.3": 0.9888, "mistral": 0.9793, "qwen2.5": 0.9443 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203632Z	false	true
275cbb82-e453-4f58-9be2-4479ceaf0b92	endocrinology	Pituitary Disorder	Diabetes Follow-up	67	Male	hba1c_level	{ "category": "Pituitary Disorder", "confidence": 0.9735, "primary": "hba1c_level" }	0.9735	0.9701	0.9654	{ "llama3.3": 0.9683, "mistral": 0.9646, "qwen2.5": 0.9874 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203747Z	false	true
7e726f2e-4d90-451f-98dc-7451a7808be8	endocrinology	Osteoporosis	Diabetes Follow-up	74	Male	follow_up	{ "category": "Osteoporosis", "confidence": 0.9725, "primary": "follow_up" }	0.9725	0.9854	0.9604	{ "llama3.3": 0.9794, "mistral": 0.9693, "qwen2.5": 0.9689 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203805Z	false	true
44ee2047-ec6c-4639-8b82-50fb8fefbbd7	endocrinology	Osteoporosis	Diabetes Follow-up	65	Female	diagnosis	{ "category": "Osteoporosis", "confidence": 0.9717, "primary": "diagnosis" }	0.9717	0.9434	0.9613	{ "llama3.3": 0.9917, "mistral": 0.9464, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203919Z	false	true
039e903e-d370-4a77-b95c-138e60f13ebd	endocrinology	Hyperlipidemia	Endocrinology Consult	33	Non-binary	hba1c_level	{ "category": "Hyperlipidemia", "confidence": 0.9892, "primary": "hba1c_level" }	0.9892	0.9723	0.9708	{ "llama3.3": 0.9774, "mistral": 0.9902, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.203976Z	false	true
e6ca7b62-4709-4008-8b13-32e75e9b8c2c	endocrinology	Adrenal Disorder	Thyroid Clinic Note	52	Non-binary	diagnosis	{ "category": "Adrenal Disorder", "confidence": 0.9796, "primary": "diagnosis" }	0.9796	0.9857	0.973	{ "llama3.3": 0.9787, "mistral": 0.9742, "qwen2.5": 0.9858 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204034Z	false	true
8a948166-e4f1-4086-bb1d-a39dddc7eca6	endocrinology	Pituitary Disorder	Diabetes Follow-up	59	Non-binary	lifestyle_counseling	{ "category": "Pituitary Disorder", "confidence": 0.9828, "primary": "lifestyle_counseling" }	0.9828	0.9826	0.9713	{ "llama3.3": 0.9751, "mistral": 0.9891, "qwen2.5": 0.9843 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204090Z	false	true
41f60840-2c00-4ebb-8661-f3bd69894ed6	endocrinology	Metabolic Syndrome	Diabetes Follow-up	64	Female	thyroid_function	{ "category": "Metabolic Syndrome", "confidence": 0.9726, "primary": "thyroid_function" }	0.9726	0.9798	0.9533	{ "llama3.3": 0.9633, "mistral": 0.9757, "qwen2.5": 0.9789 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204147Z	false	true
de5041ea-c095-4c3f-bf75-c02211507b66	endocrinology	Pituitary Disorder	Thyroid Clinic Note	20	Non-binary	lifestyle_counseling	{ "category": "Pituitary Disorder", "confidence": 0.9709, "primary": "lifestyle_counseling" }	0.9709	0.9886	0.9516	{ "llama3.3": 0.9661, "mistral": 0.9714, "qwen2.5": 0.9754 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204292Z	false	true
8d12f346-f02d-419f-b823-af56d45c7026	endocrinology	Type 2 Diabetes	Discharge Summary	46	Non-binary	hba1c_level	{ "category": "Type 2 Diabetes", "confidence": 0.9791, "primary": "hba1c_level" }	0.9791	0.9498	0.9606	{ "llama3.3": 0.9591, "mistral": 1, "qwen2.5": 0.9783 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204368Z	false	true
17af9f56-f839-4818-8a52-4376ddc38ebe	endocrinology	Pituitary Disorder	Diabetes Follow-up	39	Male	follow_up	{ "category": "Pituitary Disorder", "confidence": 0.971, "primary": "follow_up" }	0.971	0.9729	0.9592	{ "llama3.3": 0.9757, "mistral": 0.979, "qwen2.5": 0.9584 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204430Z	false	true
beff57d1-96af-4e4d-8776-795cdfa76edb	endocrinology	Hyperlipidemia	Lab Review Note	72	Female	medication_adjustment	{ "category": "Hyperlipidemia", "confidence": 0.9787, "primary": "medication_adjustment" }	0.9787	0.9629	0.9674	{ "llama3.3": 0.9924, "mistral": 0.9624, "qwen2.5": 0.9813 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204489Z	false	true
a27d34c3-ea20-4705-9366-ec13575264d4	endocrinology	Metabolic Syndrome	Diabetes Follow-up	37	Male	follow_up	{ "category": "Metabolic Syndrome", "confidence": 0.9813, "primary": "follow_up" }	0.9813	0.9313	0.9681	{ "llama3.3": 0.9491, "mistral": 0.9949, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204777Z	false	true
f7d5ba43-fd45-45aa-b556-22a17c330701	endocrinology	Pituitary Disorder	Lab Review Note	82	Non-binary	lifestyle_counseling	{ "category": "Pituitary Disorder", "confidence": 0.9847, "primary": "lifestyle_counseling" }	0.9847	0.9874	0.9665	{ "llama3.3": 0.9895, "mistral": 0.9851, "qwen2.5": 0.9793 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204834Z	false	true
0035ef33-36f3-43b7-b221-2a9ad8f58cb8	endocrinology	Pituitary Disorder	Thyroid Clinic Note	62	Female	thyroid_function	{ "category": "Pituitary Disorder", "confidence": 0.9774, "primary": "thyroid_function" }	0.9774	0.9721	0.9648	{ "llama3.3": 0.9819, "mistral": 0.9645, "qwen2.5": 0.9858 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204892Z	false	true
2a3b2684-44e8-484b-9dd5-76f23c2a4280	endocrinology	Metabolic Syndrome	Diabetes Follow-up	47	Male	hba1c_level	{ "category": "Metabolic Syndrome", "confidence": 0.9709, "primary": "hba1c_level" }	0.9709	0.9829	0.9594	{ "llama3.3": 0.9684, "mistral": 0.9654, "qwen2.5": 0.9788 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.204948Z	false	true
2a63500a-38a2-43f1-bd79-07468e898327	endocrinology	Metabolic Syndrome	Discharge Summary	58	Male	lifestyle_counseling	{ "category": "Metabolic Syndrome", "confidence": 0.9835, "primary": "lifestyle_counseling" }	0.9835	0.9685	0.9761	{ "llama3.3": 0.9948, "mistral": 0.9695, "qwen2.5": 0.9861 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205005Z	false	true
5d62675a-666b-4dc8-80e2-083be682324d	endocrinology	Hyperlipidemia	Lab Review Note	85	Non-binary	lifestyle_counseling	{ "category": "Hyperlipidemia", "confidence": 0.9879, "primary": "lifestyle_counseling" }	0.9879	0.9864	0.9743	{ "llama3.3": 0.986, "mistral": 0.9942, "qwen2.5": 0.9836 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205062Z	false	true
3a4c68c8-d00a-4f68-ac74-2181ec7b50f2	endocrinology	Adrenal Disorder	Diabetes Follow-up	56	Non-binary	medication_adjustment	{ "category": "Adrenal Disorder", "confidence": 0.97, "primary": "medication_adjustment" }	0.97	0.9779	0.9522	{ "llama3.3": 0.9597, "mistral": 0.9764, "qwen2.5": 0.974 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205120Z	false	true
e01043e5-d677-467b-b505-d9d769a24ebc	endocrinology	Type 2 Diabetes	Thyroid Clinic Note	79	Female	diagnosis	{ "category": "Type 2 Diabetes", "confidence": 0.9831, "primary": "diagnosis" }	0.9831	0.9639	0.9744	{ "llama3.3": 1, "mistral": 0.976, "qwen2.5": 0.9732 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205177Z	false	true
50ec5363-2e1f-4fe3-8037-85594aec31c9	endocrinology	Hyperlipidemia	Diabetes Follow-up	58	Non-binary	medication_adjustment	{ "category": "Hyperlipidemia", "confidence": 0.9844, "primary": "medication_adjustment" }	0.9844	0.942	0.9728	{ "llama3.3": 1, "mistral": 0.996, "qwen2.5": 0.9571 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205422Z	false	true
701c3573-4bfb-4785-b022-78fbf8844cf1	endocrinology	Pituitary Disorder	Lab Review Note	71	Non-binary	medication_adjustment	{ "category": "Pituitary Disorder", "confidence": 0.9748, "primary": "medication_adjustment" }	0.9748	0.9742	0.9686	{ "llama3.3": 0.9767, "mistral": 0.9634, "qwen2.5": 0.9842 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205481Z	false	true
d7a87d7d-29c0-412e-8c88-ffcc10058c0b	endocrinology	Type 2 Diabetes	Endocrinology Consult	28	Male	hba1c_level	{ "category": "Type 2 Diabetes", "confidence": 0.9823, "primary": "hba1c_level" }	0.9823	0.9533	0.9716	{ "llama3.3": 0.9621, "mistral": 1, "qwen2.5": 0.9847 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205638Z	false	true
f85f45c0-1f0d-44b4-a87a-58a03a1f439d	endocrinology	Adrenal Disorder	Diabetes Follow-up	35	Female	medication_adjustment	{ "category": "Adrenal Disorder", "confidence": 0.9887, "primary": "medication_adjustment" }	0.9887	0.9651	0.9827	{ "llama3.3": 0.9933, "mistral": 1, "qwen2.5": 0.9727 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205760Z	false	true
c06a54bb-7362-4bee-b99c-d839d414273c	endocrinology	Thyroid Disorder	Diabetes Follow-up	70	Male	diagnosis	{ "category": "Thyroid Disorder", "confidence": 0.9733, "primary": "diagnosis" }	0.9733	0.9765	0.9675	{ "llama3.3": 0.9664, "mistral": 0.9692, "qwen2.5": 0.9842 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205818Z	false	true
4f49df15-c7bd-4135-85bb-c863c3fae36e	endocrinology	Thyroid Disorder	Thyroid Clinic Note	83	Non-binary	diagnosis	{ "category": "Thyroid Disorder", "confidence": 0.9978, "primary": "diagnosis" }	0.9978	0.9908	0.9906	{ "llama3.3": 1, "mistral": 0.9935, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205876Z	false	true
c0f9fa1a-96df-4b75-83e3-9f241f41bf2e	endocrinology	Metabolic Syndrome	Lab Review Note	59	Non-binary	thyroid_function	{ "category": "Metabolic Syndrome", "confidence": 0.9829, "primary": "thyroid_function" }	0.9829	0.9431	0.9698	{ "llama3.3": 0.9564, "mistral": 1, "qwen2.5": 0.9922 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205933Z	false	true
cf6ad0fd-d321-4106-86c7-93cf9ac88a9b	endocrinology	Hyperlipidemia	Discharge Summary	51	Male	medication_adjustment	{ "category": "Hyperlipidemia", "confidence": 0.976, "primary": "medication_adjustment" }	0.976	0.9548	0.9664	{ "llama3.3": 0.9933, "mistral": 0.9779, "qwen2.5": 0.9566 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.205990Z	false	true
a3c4fb3a-c2a2-4f99-908f-1ee25541efb4	endocrinology	Type 1 Diabetes	Discharge Summary	68	Male	medication_adjustment	{ "category": "Type 1 Diabetes", "confidence": 0.9715, "primary": "medication_adjustment" }	0.9715	0.9668	0.964	{ "llama3.3": 0.9592, "mistral": 0.9693, "qwen2.5": 0.986 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206048Z	false	true
abad88fe-03e2-4c6e-a359-8afba3f93e17	endocrinology	Type 1 Diabetes	Thyroid Clinic Note	81	Female	medication_adjustment	{ "category": "Type 1 Diabetes", "confidence": 0.9806, "primary": "medication_adjustment" }	0.9806	0.987	0.9623	{ "llama3.3": 0.9864, "mistral": 0.9761, "qwen2.5": 0.9792 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206104Z	false	true
cf521c3f-8a6a-4cac-b586-2e057ede4a38	endocrinology	Metabolic Syndrome	Lab Review Note	32	Female	thyroid_function	{ "category": "Metabolic Syndrome", "confidence": 0.9807, "primary": "thyroid_function" }	0.9807	0.9766	0.9668	{ "llama3.3": 0.9698, "mistral": 0.9874, "qwen2.5": 0.9851 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206161Z	false	true
b8739944-3bae-45b5-a7ed-a9854f40a19d	endocrinology	Pituitary Disorder	Endocrinology Consult	49	Non-binary	diagnosis	{ "category": "Pituitary Disorder", "confidence": 0.9708, "primary": "diagnosis" }	0.9708	0.9374	0.9652	{ "llama3.3": 0.9814, "mistral": 0.9417, "qwen2.5": 0.9894 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206425Z	false	true
9569bac2-57fa-48da-923b-0ccd61f3c797	endocrinology	Metabolic Syndrome	Diabetes Follow-up	45	Male	follow_up	{ "category": "Metabolic Syndrome", "confidence": 0.9714, "primary": "follow_up" }	0.9714	0.967	0.9607	{ "llama3.3": 0.9858, "mistral": 0.959, "qwen2.5": 0.9694 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206484Z	false	true
e6532d05-96bf-48ab-bcb1-7c0b91a2c981	endocrinology	Thyroid Disorder	Lab Review Note	76	Non-binary	hba1c_level	{ "category": "Thyroid Disorder", "confidence": 0.9701, "primary": "hba1c_level" }	0.9701	0.9751	0.9588	{ "llama3.3": 0.9661, "mistral": 0.9816, "qwen2.5": 0.9626 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206543Z	false	true
7fdb22fa-1805-4b82-9215-516aab0ed211	endocrinology	Metabolic Syndrome	Discharge Summary	39	Female	thyroid_function	{ "category": "Metabolic Syndrome", "confidence": 0.9845, "primary": "thyroid_function" }	0.9845	0.9846	0.9704	{ "llama3.3": 0.9871, "mistral": 0.989, "qwen2.5": 0.9773 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206601Z	false	true
b9361128-2ca8-40dc-aee7-f4c7b24ca034	endocrinology	Adrenal Disorder	Endocrinology Consult	34	Non-binary	thyroid_function	{ "category": "Adrenal Disorder", "confidence": 0.9894, "primary": "thyroid_function" }	0.9894	0.9655	0.9821	{ "llama3.3": 0.9947, "mistral": 0.9734, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206684Z	false	true
59d9d2fa-80ec-412a-a673-4cab1a2f3bab	endocrinology	Hyperlipidemia	Thyroid Clinic Note	26	Female	follow_up	{ "category": "Hyperlipidemia", "confidence": 0.9755, "primary": "follow_up" }	0.9755	0.9775	0.9568	{ "llama3.3": 0.9834, "mistral": 0.9654, "qwen2.5": 0.9776 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206762Z	false	true
e43f9e78-cd3e-4f10-b435-d87dc1307c57	endocrinology	Type 2 Diabetes	Thyroid Clinic Note	44	Male	lifestyle_counseling	{ "category": "Type 2 Diabetes", "confidence": 0.97, "primary": "lifestyle_counseling" }	0.97	0.9689	0.9529	{ "llama3.3": 0.9842, "mistral": 0.966, "qwen2.5": 0.9598 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.206972Z	false	true
c0f0fce6-3e46-4096-aa67-ce18b162c3fe	endocrinology	Thyroid Disorder	Lab Review Note	52	Female	follow_up	{ "category": "Thyroid Disorder", "confidence": 0.9708, "primary": "follow_up" }	0.9708	0.9632	0.956	{ "llama3.3": 0.9874, "mistral": 0.9669, "qwen2.5": 0.9582 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207029Z	false	true
60901f49-b0ad-44b5-b8b9-15e02f5e891d	endocrinology	Osteoporosis	Lab Review Note	43	Non-binary	thyroid_function	{ "category": "Osteoporosis", "confidence": 0.9766, "primary": "thyroid_function" }	0.9766	0.9784	0.9633	{ "llama3.3": 0.9828, "mistral": 0.9806, "qwen2.5": 0.9665 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207258Z	false	true
7ab0e941-27fb-4a3b-b878-41edc3b83e08	endocrinology	Hyperlipidemia	Lab Review Note	82	Male	lifestyle_counseling	{ "category": "Hyperlipidemia", "confidence": 0.9742, "primary": "lifestyle_counseling" }	0.9742	0.9623	0.9653	{ "llama3.3": 0.9571, "mistral": 0.9786, "qwen2.5": 0.9869 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207349Z	false	true
713a51d0-26fc-43c3-b6f1-a2c64a02a135	endocrinology	Adrenal Disorder	Lab Review Note	45	Non-binary	thyroid_function	{ "category": "Adrenal Disorder", "confidence": 0.9844, "primary": "thyroid_function" }	0.9844	0.9773	0.9772	{ "llama3.3": 0.9743, "mistral": 0.9864, "qwen2.5": 0.9926 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207467Z	false	true
3bcbbd81-f220-479f-88f2-487a445b3751	endocrinology	Type 2 Diabetes	Discharge Summary	48	Female	diagnosis	{ "category": "Type 2 Diabetes", "confidence": 0.9861, "primary": "diagnosis" }	0.9861	0.9648	0.9768	{ "llama3.3": 0.9872, "mistral": 0.9713, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207557Z	false	true
a79145f1-5987-4968-b876-a6b86189ff03	endocrinology	Metabolic Syndrome	Thyroid Clinic Note	21	Male	diagnosis	{ "category": "Metabolic Syndrome", "confidence": 0.9784, "primary": "diagnosis" }	0.9784	0.9851	0.9726	{ "llama3.3": 0.984, "mistral": 0.972, "qwen2.5": 0.9792 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207616Z	false	true
16a10edc-4283-498b-97f8-cfc6c81d2bf5	endocrinology	Type 2 Diabetes	Thyroid Clinic Note	68	Female	lifestyle_counseling	{ "category": "Type 2 Diabetes", "confidence": 0.9941, "primary": "lifestyle_counseling" }	0.9941	0.9869	0.9878	{ "llama3.3": 1, "mistral": 0.9896, "qwen2.5": 0.9926 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207706Z	false	true
02506f6d-2c22-4817-ac2c-c7bac7310d04	endocrinology	Pituitary Disorder	Diabetes Follow-up	52	Male	thyroid_function	{ "category": "Pituitary Disorder", "confidence": 0.9832, "primary": "thyroid_function" }	0.9832	0.9883	0.9658	{ "llama3.3": 0.9823, "mistral": 0.9789, "qwen2.5": 0.9883 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207764Z	false	true
1f2b1365-76d9-42c5-b2b8-2f2daa9bba70	endocrinology	Osteoporosis	Diabetes Follow-up	54	Male	medication_adjustment	{ "category": "Osteoporosis", "confidence": 0.9721, "primary": "medication_adjustment" }	0.9721	0.9603	0.9597	{ "llama3.3": 0.9589, "mistral": 0.9902, "qwen2.5": 0.9673 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207822Z	false	true
eae1dfed-d974-41b5-8381-5ef072254450	endocrinology	Type 2 Diabetes	Lab Review Note	58	Female	lifestyle_counseling	{ "category": "Type 2 Diabetes", "confidence": 0.9886, "primary": "lifestyle_counseling" }	0.9886	0.9921	0.9723	{ "llama3.3": 0.987, "mistral": 0.9923, "qwen2.5": 0.9864 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207879Z	false	true
0d804b49-f65c-41a2-866d-513e4a5a7683	endocrinology	Thyroid Disorder	Discharge Summary	26	Male	hba1c_level	{ "category": "Thyroid Disorder", "confidence": 0.9905, "primary": "hba1c_level" }	0.9905	0.9924	0.9825	{ "llama3.3": 0.9894, "mistral": 0.994, "qwen2.5": 0.9881 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207935Z	false	true
4491dbce-f9c7-431b-96fa-1adcb37027ec	endocrinology	Type 1 Diabetes	Thyroid Clinic Note	46	Female	medication_adjustment	{ "category": "Type 1 Diabetes", "confidence": 0.9792, "primary": "medication_adjustment" }	0.9792	0.957	0.9672	{ "llama3.3": 0.9961, "mistral": 0.9611, "qwen2.5": 0.9805 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.207993Z	false	true
72b8a969-45ff-4e51-aab2-bd3fb6d2f8c3	endocrinology	Hyperlipidemia	Endocrinology Consult	85	Male	thyroid_function	{ "category": "Hyperlipidemia", "confidence": 0.9751, "primary": "thyroid_function" }	0.9751	0.9678	0.9657	{ "llama3.3": 0.9665, "mistral": 0.9902, "qwen2.5": 0.9685 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.208050Z	false	true
b46ac1b1-b98f-42dd-b034-72549543fcf2	endocrinology	Pituitary Disorder	Lab Review Note	31	Female	diagnosis	{ "category": "Pituitary Disorder", "confidence": 0.9787, "primary": "diagnosis" }	0.9787	0.9776	0.9607	{ "llama3.3": 0.9719, "mistral": 0.9891, "qwen2.5": 0.9752 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.208107Z	false	true
94c19cd1-15d3-4b46-9ba0-eb0718e8d80d	endocrinology	Thyroid Disorder	Endocrinology Consult	36	Male	diagnosis	{ "category": "Thyroid Disorder", "confidence": 0.9705, "primary": "diagnosis" }	0.9705	0.9699	0.9608	{ "llama3.3": 0.9751, "mistral": 0.9798, "qwen2.5": 0.9565 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.208445Z	false	true
e3a94768-3ff4-48e0-8819-2a78ab9585a3	endocrinology	Type 2 Diabetes	Diabetes Follow-up	31	Female	follow_up	{ "category": "Type 2 Diabetes", "confidence": 0.9879, "primary": "follow_up" }	0.9879	0.9742	0.97	{ "llama3.3": 0.9827, "mistral": 1, "qwen2.5": 0.9809 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:59.208504Z	false	true

End of preview. Expand in Data Studio

Endocrinology 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 endocrinology 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/endocrinology-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("endocrinology_sample.csv", index=False)

Dataset Schema

{
  "record_id":                  "uuid-v4",
  "domain":                     "endocrinology",
  "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_endocrinology_2026,
  title     = {Endocrinology Synthetic Medical Dataset},
  author    = {WITNESS DATA FACTORY},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/datasets/WitnessDataFactory/endocrinology-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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