Detect Procedure Entities (PROCEDURE)

import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline

val ner_pipeline = PretrainedPipeline("ner_procedure_benchmark_pipeline", "en", "clinical/models")

val text = """PRINCIPAL PROCEDURE :
4-2-93 , right and left heart catheterization ( transeptal ) with coronary graft and left ventriculogram .
4-8-93 , open heart aortic valve replacement and bypass of right coronary artery .

Mr. No was on the pump for 2 hours and 25 minutes , with an aortic crossclamp time of 1 hour and 48 minutes .
Postoperatively , the patient was extubated on the first postoperative day .
He had a good deal of pulmonary congestion .
He seemed to be doing well until the morning of 4-13-93 when he suddenly became pulseless .
There was no evidence of ventricular fibrillation .
Cardiopulmonary resuscitation was immediately undertaken , but was not successful .
The patient had his chest opened for any evidence of tamponade and there was no evidence of bleeding .
The heart appeared to be flaccid .
We really have no good explanation of what this was all about .
He was being treated for a possible pneumonia .
He did have a good deal of pulmonary congestion , but this occurred suddenly and unexpectedly .
Cardiopulmonary resuscitation efforts were carried out for virtually one hour , but were unsuccessful .
The patient was pronounced dead on the morning of 4-13-93 .
A post mortem examination will be performed .
"""

val result = ner_pipeline.fullAnnotate(text)