
23 Comprehensive Visualization Dashboard
This comprehensive visualization dashboard consolidates all key analyses into publication-ready and presentation-ready figures. Organized by research question, each section provides multiple visualization approaches for the same data to facilitate different presentation contexts.
Dashboard Sections:
- Study Overview: Descriptive statistics and sample characteristics
- Agreement Metrics: ICC and Kappa with multiple visualizations
- Systematic Bias: Bland-Altman, waterfall, and range-specific plots
- Clinical Impact: Molecular subtype transitions and treatment implications
- Individual Patterns: Pathologist-specific adoption and performance
- Interaction Effects: Effect modification visualizations
- Supplementary Figures: Extended analyses and diagnostics
Note for Pathologist: This is the “Grand Finale” dashboard. It takes all the previous analyses and turns them into high-quality charts for presentations or papers. If you need a slide for a conference, this is where you’ll find the best version of it.
23.1 Study Overview Dashboard
23.1.1 Sample Characteristics
23.1.2 Missing Data Visualization

23.2 Agreement Metrics Dashboard
23.2.1 ICC and Kappa Comparison Grid

23.3 Systematic Bias Dashboard
23.3.1 Ki-67 Comprehensive Bias Analysis

23.3.2 All Markers Bias Comparison

23.4 Clinical Impact Dashboard
23.4.1 Molecular Subtype Transitions

23.5 Individual Pathologist Dashboard
23.5.1 Pathologist Performance Profiles

23.6 Interaction Effects Dashboard
23.6.1 Marker × Biopsy Type Interaction

23.7 Supplementary Figures
23.7.1 Extended Bland-Altman (All Markers)

23.7.2 Distribution Comparisons (Pre vs Post)

23.7.3 Time Series View (Case-Level Trajectories)
