Introduction to AI in healthcare

 

Bolus Dose EP. 01

This is an introduction to artificial intelligence and machine learning for healthcare workers with no technical background. 

Some resources and papers we discuss:  

A nice review of some of the key concepts:

R. Gupta, D. Srivastava, M. Sahu, S. Tiwari, R. K. Ambasta and P. Kumar, Artificial intelligence to deep learning: machine intelligence approach for drug discovery. Molecular Diversity 2021 Vol. 25 Issue 3 Pages 1315-1360

Computer outperforms interns in diagnosis of abdominal pain:

de Dombal FT, Leaper DJ, Staniland JR, McCann AP, Horrocks JC. Computer-aided diagnosis of acute abdominal pain. Br Med J. 1972 Apr 1;2(5804):9-13. doi: 10.1136/bmj.2.5804.9. PMID: 4552594; PMCID: PMC1789017 

Mycin expert system:

Shortliffe EH. Mycin: A Knowledge-Based Computer Program Applied to Infectious Diseases. Proc Annu Symp Comput Appl Med Care. 1977 Oct 5:66–9. PMCID: PMC2464549. 

Biomedical Informatics: Computer Applications in Health Care and Biomedicine by Professor Edward H. Shortliffe

Outline of the INTERNIST rules based system:

Randolph A. Miller, et al., “INTERNIST-1: An Experimental Computer-Based Diagnostic Consultant for General Internal Medicine,” New England Journal of Medicine 307 (August 19, 1982): 468-76. 

 
 
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Neural networks in healthcare