Pipeline to Medical Text Summarization

Description

This pretrained pipeline is built on the top of summarizer_generic_jsl model.

Predicted Entities

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How to use

from sparknlp.pretrained import PretrainedPipeline

pipeline = PretrainedPipeline("summarizer_generic_jsl_pipeline", "en", "clinical/models")

text = """Patient with hypertension, syncope, and spinal stenosis - for recheck.
(Medical Transcription Sample Report)
SUBJECTIVE:
The patient is a 78-year-old female who returns for recheck. She has hypertension. She denies difficulty with chest pain, palpations, orthopnea, nocturnal dyspnea, or edema.
PAST MEDICAL HISTORY / SURGERY / HOSPITALIZATIONS:
Reviewed and unchanged from the dictation on 12/03/2003.
MEDICATIONS:
Atenolol 50 mg daily, Premarin 0.625 mg daily, calcium with vitamin D two to three pills daily, multivitamin daily, aspirin as needed, and TriViFlor 25 mg two pills daily. She also has Elocon cream 0.1% and Synalar cream 0.01% that she uses as needed for rash.
"""

result = pipeline.fullAnnotate(text)
import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline

val pipeline = new PretrainedPipeline("summarizer_generic_jsl_pipeline", "en", "clinical/models")

val text = """Patient with hypertension, syncope, and spinal stenosis - for recheck.
(Medical Transcription Sample Report)
SUBJECTIVE:
The patient is a 78-year-old female who returns for recheck. She has hypertension. She denies difficulty with chest pain, palpations, orthopnea, nocturnal dyspnea, or edema.
PAST MEDICAL HISTORY / SURGERY / HOSPITALIZATIONS:
Reviewed and unchanged from the dictation on 12/03/2003.
MEDICATIONS:
Atenolol 50 mg daily, Premarin 0.625 mg daily, calcium with vitamin D two to three pills daily, multivitamin daily, aspirin as needed, and TriViFlor 25 mg two pills daily. She also has Elocon cream 0.1% and Synalar cream 0.01% that she uses as needed for rash.
"""

val result = pipeline.fullAnnotate(text)

Results

The patient is 78 years old and has hypertension. She has a history of chest pain, palpations, orthopedics, and spinal stenosis. She has a prescription of Atenolol 50 mg daily, Premarin 0.625 mg daily, calcium with vitamin D two to three pills daily, multivitamin daily, aspirin, and TriViFlor 25 mg two pills daily.

Model Information

Model Name: summarizer_generic_jsl_pipeline
Type: pipeline
Compatibility: Healthcare NLP 4.4.4+
License: Licensed
Edition: Official
Language: en
Size: 928.7 MB

Included Models

  • DocumentAssembler
  • MedicalSummarizer