SDOH Medication Risk Analysis Report (Updated with SDOH Domain Analysis)
1. Key Variables Analysis
Red = severe risk (never visit), light blue = low risk (visit).
2. Data Preparation (New Variables Created)
New variables: med_risk (Medication Risk Group), sdoh_high (SDOH High Concerns), concern_count (SDOH Concern Count), concern_level (SDOH Concern Level), comprehensive (Comprehensive Risk).
Red = severe medication risk, pink = medium risk, light blue = low risk.
4. SDOH Domain Analysis
SDOH Domain Visualizations:
• Top left: Patient counts by SDOH domain (colored by never visit risk)
• Top right: Never visit rates for top 5 SDOH domains
• Bottom left: Overall SDOH data availability
• Bottom right: Risk level distribution of SDOH domains
Color scheme: Red = high risk (>50% never visit), Pink = medium risk (30-50%), Blue = low risk (<30%)
• Top left: Patient counts by SDOH domain (colored by never visit risk)
• Top right: Never visit rates for top 5 SDOH domains
• Bottom left: Overall SDOH data availability
• Bottom right: Risk level distribution of SDOH domains
Color scheme: Red = high risk (>50% never visit), Pink = medium risk (30-50%), Blue = low risk (<30%)
Patients with specific SDOH concerns: 148 Patients with no SDOH concerns: 0 Missing SDOH domain information: 1,762 Most Common SDOH Domains: Physical Activity: 69 patients Stress: 59 patients Food Insecurity: 14 patients Transportation Needs: 14 patients Social Connections: 11 patients Financial Resource Strain: 9 patients Alcohol Use: 5 patients Intimate Partner Violence: 3 patients Never Visit Rates by Top SDOH Domains: Physical Activity: 47.8% (n=69) Stress: 35.6% (n=59) Food Insecurity: 35.7% (n=14) Transportation Needs: 57.1% (n=14) Social Connections: 9.1% (n=11)
5. Visit Outcome vs Risk Factors
====================================================================== ANALYSIS: Never Visit vs Medication Risk Group ====================================================================== Contingency Table (never_visit vs MED_RISK_GROUP): MED_RISK_GROUP High Medium All never_visit 0 962 133 1095 1 772 43 815 All 1734 176 1910 Chi-square statistic: 25.5462 P-value: 0.000000 Degrees of freedom: 1 Statistical significance (α=0.05): Yes Never Visit Rates by MED_RISK_GROUP: High: 772/1734 (44.5%) Medium: 43/176 (24.4%) ====================================================================== ANALYSIS: Never Visit vs SDOH High Concerns ====================================================================== Contingency Table (never_visit vs HAS_HIGH_SDOH_CONCERNS): HAS_HIGH_SDOH_CONCERNS 0.0 1.0 All never_visit 0 1010 85 1095 1 752 63 815 All 1762 148 1910 Chi-square statistic: 0.0000 P-value: 1.000000 Degrees of freedom: 1 Statistical significance (α=0.05): No Never Visit Rates by HAS_HIGH_SDOH_CONCERNS: 0.0: 752.0/1762.0 (42.7%) 1.0: 63.0/148.0 (42.6%) ====================================================================== ANALYSIS: Never Visit vs Comprehensive Risk ====================================================================== Contingency Table (never_visit vs comprehensive_risk): comprehensive_risk High Med + High SDOH High Med + Low SDOH Low Med + High SDOH Low Med + Low SDOH All never_visit 0 72 890 13 120 1095 1 61 711 2 41 815 All 133 1601 15 161 1910 Chi-square statistic: 27.2930 P-value: 0.000005 Degrees of freedom: 3 Statistical significance (α=0.05): Yes Never Visit Rates by comprehensive_risk: High Med + High SDOH: 61/133 (45.9%) High Med + Low SDOH: 711/1601 (44.4%) Low Med + High SDOH: 2/15 (13.3%) Low Med + Low SDOH: 41/161 (25.5%)
6. Statistical Summary
This section summarizes the statistical tests and key findings from the above analyses, including chi-square statistics, p-values, and significance for each risk factor comparison.
Report Generated: SDOH Medication Risk Analysis
Clinical Decision Support Tool for SDOH and Medication Risk Stratification