Simplified data science approach to extract social and behavioural determinants: A retrospective chart review

Keyphrases

• Alcohol Use 100%
• Tobacco Use 100%
• Retrospective Chart Review 100%
• Data Science 100%
• Social Determinants 100%
• Behavioral Determinants 100%
• Classification Methods 75%
• Acute Care 50%
• Social Factors 50%
• Text Classification 50%
• Housing Stability 50%
• Emergency Department 25%
• Patient Demographics 25%
• Patient Condition 25%
• Use Status 25%
• Accuracy Score 25%
• Trauma Center 25%
• Data Quality 25%
• Multi-copy 25%
• Unstable Patients 25%
• Structured Data 25%
• Clinical Notes 25%
• Underserved Areas 25%
• Text Entry 25%
• Social History 25%
• Feature Selection Methods 25%
• Classification Approach 25%
• Local Level 25%
• Manual Chart Review 25%
• Source Classification 25%
• Bag of Visual Words (BoVW) 25%
• Python Package 25%
• Clinical Text 25%
• Bigram 25%

Medicine and Dentistry

• Alcohol Consumption 100%
• Tobacco Use 100%
• Emergency Care 50%
• Emergency Department 25%
• Patient Population 25%
• Social Determinants of Health 25%
• Feature Extraction 25%

Biochemistry, Genetics and Molecular Biology

• Tobacco Use 100%
• Social Determinants of Health 33%
• Pythonidae 33%
• Feature Extraction 33%