Table 6.

Cases from the institutional classification tasks where the results of CNN and the rule-based NLP algorithm are different

Task	Case #	Text Snippets	Gold Standard	Rule-based NLP	CNN
Mayo Clinic Smoking Status Classification	1	…She is a taxi driver and she has never used tobaco products…	Non-smoker	X	Y
	2	…No smoking after age XXX…	Smoker	X	Y
	3	…Tobacco current use: No never used any...	Non-smoker	Y	X
Proximal Femur (Hip) Fracture Classification	1	…Indications: femur fx…Cannulated screw fixation of the right femoral neck…	Proximal Femur fracture	X	Y
	2	… Pin fixation across the proximal left femoral neck…	Proximal Femur fracture	X	Y
	3	Exam: Sp Cerv*2vw Flex/Ext only Indications: Fx Vertebra Cervical Closed…	Non-Proximal Femur fracture	X	Y
	4	Exam: R Major Jnt Asp and/or Inj Indications: R hip inj/marc/steroid; fx femur neck nos closed, pain hip...	Proximal Femur fracture	Y	X

We use Y to indicate the correct extraction result and X otherwise