Triple
T7031464
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bureau of Health Workforce |
E163279
|
entity |
| Predicate | administersProgram |
P86
|
FINISHED |
| Object |
Behavioral Health Workforce Education and Training Program
The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
|
E163279
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Behavioral Health Workforce Education and Training Program | Statement: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Behavioral Health Workforce Education and Training Program Context triple: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
-
A.
School of Behavioral Health
The School of Behavioral Health is an academic division of Loma Linda University that focuses on education and research in mental health, social work, and related behavioral sciences.
-
B.
Behavioral and Social Research Program
The Behavioral and Social Research Program is a National Institute on Aging initiative that supports research on how behavioral, psychological, social, and economic factors influence aging and health across the lifespan.
-
C.
Research and National Technical Assistance program
The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
-
D.
Bureau of Health Workforce
The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
-
E.
Title V Health Care Workforce
Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Behavioral Health Workforce Education and Training Program Triple: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
Generated description
The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Behavioral Health Workforce Education and Training Program Target entity description: The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
-
A.
School of Behavioral Health
The School of Behavioral Health is an academic division of Loma Linda University that focuses on education and research in mental health, social work, and related behavioral sciences.
-
B.
Behavioral and Social Research Program
The Behavioral and Social Research Program is a National Institute on Aging initiative that supports research on how behavioral, psychological, social, and economic factors influence aging and health across the lifespan.
-
C.
Research and National Technical Assistance program
The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
-
D.
Bureau of Health Workforce
chosen
The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
-
E.
Title V Health Care Workforce
Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
- F. None of above.
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69c6885d691c81908cf7d31083113886 |
completed | March 27, 2026, 1:38 p.m. |
| NER | Named-entity recognition | batch_69c6e20ee1208190811be10a84e7d8a4 |
completed | March 27, 2026, 8:01 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c775980920819081d31b8d2843fb3d |
completed | March 28, 2026, 6:30 a.m. |
| NEDg | Description generation | batch_69c77aa1c704819088a9561ac55f9037 |
completed | March 28, 2026, 6:52 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c77b082f3c8190a649297ce0f816bb |
completed | March 28, 2026, 6:54 a.m. |
Created at: March 27, 2026, 2:35 p.m.