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en_sdoh_roberta_cui
dlituiev/en_sdoh_roberta_cui
en_sdoh_roberta_cui is a token classification model from dlituiev. Use it when you need labels on individual words, such as names. It is set up for spacy. The card lists the license as mit.
RoBERTA based Social determinants of health NER with a standard ontology extension interface (SNOMEDCT and CUI)
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Repo size
1.9 GB
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Other502 MB · 53%
At a glance
- Task
- Token Classification
- Library
- spacy
- License
- mit
- Access
- Public
- Created
- May 18, 2022
- Updated
- May 27, 2023
- SHA
- 1bb894c0
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Model card
From the Hugging Face model README
RoBERTA based Social determinants of health NER with a standard ontology extension interface (SNOMED_CT and CUI)
| Feature | Description |
|---|---|
| Name | en_sdoh_roberta_cui |
| Version | 0.0.0 |
| spaCy | >=3.2.1,<3.3.0 |
| Default Pipeline | transformer, ner, sdoh_cui |
| Components | transformer, ner, sdoh_cui |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | n/a |
| License | n/a |
| Author | Dima Lituiev |
| Reference | Automatic Extraction of Social Determinants of Health from Medical Notes of Chronic Lower Back Pain Patients |
Label Scheme
<details> <summary>View label scheme (52 labels for 1 components)</summary>| Component | Labels |
|---|---|
ner | Anxiety: GAD, Anxiety: Generalized Anxiety Disorder, Anxiety: Level of anxiety, Anxiety: NA, Anxiety: Signs and symptoms of anxiety, Anxiety: family hx: Anxiety state, Anxiety: hx of anxiety state, Depression: Family hx: Depression, Depression: Major depressive disorder, Depression: NA, Depression: PHQ, Depression: Symptoms of depression, Depression: hx of Depression, Financial_strain: Financial problem, Financial_strain: Financially secure, Financial_strain: NA, Financial_strain: Unable to afford medication, Food: Able to obtain food, Food: Fruit and vegetable intake, Food: NA, Housing: Homeless, Housing: Housing unsuited to needs, Housing: Marginally housed, Housing: NA, Housing: Stably housed, Housing: Subsidized housing, Housing: lives in facility, Insurance_status: Inadequate healthcare resources, Insurance_status: NA, Marital_or_partnership_status: Divorced, Marital_or_partnership_status: Engaged to be married, Marital_or_partnership_status: Married, Marital_or_partnership_status: NA, Marital_or_partnership_status: Partner, Marital_or_partnership_status: Partner relationship problem, Marital_or_partnership_status: Separated, Marital_or_partnership_status: Single person, Marital_or_partnership_status: Widowed, Social_isolation: At risk for loneliness, Social_isolation: Has social support, Social_isolation: Lives alone, Social_isolation: Lives with, Social_isolation: NA, Social_isolation: Personal relationship breakdown, Social_isolation: Social Isolation, Transportation: Has access to a car, Transportation: Has access to public transport vehicle, Transportation: NA, Transportation: Transportation problems, pain_and_disability: NA, pain_and_disability: Pain intensity rating scale, current, pain_and_disability: Pain intensity rating scale, worst |
Accuracy
| Type | Score |
|---|---|
ENTS_F | 77.64 |
ENTS_P | 80.17 |
ENTS_R | 75.27 |
TRANSFORMER_LOSS | 37708138.10 |
NER_LOSS | 1444086.80 |
- Task
- Token Classification
- Library
- spacy
- License
- mit
- Languages
- en
- Created
- May 18, 2022
- Updated
- May 27, 2023