The effect of sample size and disease prevalence on supervised machine learning of narrative data.

Keyphrases

• Disease Prevalence 100%
• Supervised Machine Learning 100%
• Training Sample Size 100%
• Narrative Information 100%
• Radiology 50%
• Disease States 50%
• Positive Outcomes 50%
• Prevalence Rate 50%
• Identification Method 50%
• Simulated Dataset 50%
• Learning Performance 50%
• Classification Performance 50%
• Nave Bayes 50%
• Class Label 50%
• Inductive Learning 50%
• Inductive Learning Algorithm 50%
• Induction Algorithm 50%

Mathematics

• Disease State 100%
• Prevalence Rate 100%
• Training Set 100%
• Set Size 100%
• Nave Bayes 100%
• Class Label 100%
• Training Sample 100%

Computer Science

• Machine Learning 100%
• Learning Performance 100%
• Training Sample 100%
• Learning Algorithm 100%
• Prevalence Rate 100%
• Nave Bayes 100%