Description
This pretrained pipeline is built on the top of ner_nihss model.
Live Demo Open in Colab Copy S3 URI
How to use
from sparknlp.pretrained import PretrainedPipeline
pipeline = PretrainedPipeline("ner_nihss_pipeline", "en", "clinical/models")
pipeline.fullAnnotate("Abdomen , soft , nontender . NIH stroke scale on presentation was 23 to 24 for , one for consciousness , two for month and year and two for eye / grip , one to two for gaze , two for face , eight for motor , one for limited ataxia , one to two for sensory , three for best language and two for attention . On the neurologic examination the patient was intermittently.")
import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline
val pipeline = new PretrainedPipeline("ner_nihss_pipeline", "en", "clinical/models")
pipeline.fullAnnotate("Abdomen , soft , nontender . NIH stroke scale on presentation was 23 to 24 for , one for consciousness , two for month and year and two for eye / grip , one to two for gaze , two for face , eight for motor , one for limited ataxia , one to two for sensory , three for best language and two for attention . On the neurologic examination the patient was intermittently.")
import nlu
nlu.load("en.med_ner.nihss_pipeline").predict("""Abdomen , soft , nontender . NIH stroke scale on presentation was 23 to 24 for , one for consciousness , two for month and year and two for eye / grip , one to two for gaze , two for face , eight for motor , one for limited ataxia , one to two for sensory , three for best language and two for attention . On the neurologic examination the patient was intermittently.""")
Results
| | chunk | entity |
|---:|:-------------------|:-------------------------|
| 0 | NIH stroke scale | NIHSS |
| 1 | 23 to 24 | Measurement |
| 2 | one | Measurement |
| 3 | consciousness | 1a_LOC |
| 4 | two | Measurement |
| 5 | month and year | 1b_LOCQuestions |
| 6 | two | Measurement |
| 7 | eye / grip | 1c_LOCCommands |
| 8 | one | Measurement |
| 9 | two | Measurement |
| 10 | gaze | 2_BestGaze |
| 11 | two | Measurement |
| 12 | face | 4_FacialPalsy |
| 13 | eight | Measurement |
| 14 | one | Measurement |
| 15 | limited ataxia | 7_LimbAtaxia |
| 16 | one to two | Measurement |
| 17 | sensory | 8_Sensory |
| 18 | three | Measurement |
| 19 | best language | 9_BestLanguage |
| 20 | two | Measurement |
Model Information
| Model Name: | ner_nihss_pipeline |
| Type: | pipeline |
| Compatibility: | Healthcare NLP 3.4.1+ |
| License: | Licensed |
| Edition: | Official |
| Language: | en |
| Size: | 1.7 GB |
Included Models
- DocumentAssembler
- SentenceDetectorDLModel
- TokenizerModel
- WordEmbeddingsModel
- MedicalNerModel
- NerConverter