Skip to main content
. Author manuscript; available in PMC: 2011 Dec 1.
Published in final edited form as: J Am Geriatr Soc. 2010 Nov 18;58(12):2369–2374. doi: 10.1111/j.1532-5415.2010.03176.x

Table.

Variation in the Occurrence of Alcohol-Related Discussions Attributable to Differences between Patients versus Differences between Physicians

Variables included in model Sum of Squared Residuals (SSR) Difference in SSR from base model Approximate % Variation in Discussions
Model 1 (base model) Regression with constant term but no additional predictors (determines total variance) 343.0 ….
Model 2 Adding only measured physician characteristics (e.g., age, sex, specialty) 340.7 • (343.0 − 340.7) = 2.3
• 2.3 / 343.0 = 0.7% from measured physician characteristics
0.7% + 3.8% = ~4.5% due to all differences between physicians (measured + unmeasured)
Model 3 (physician fixed-effects model) Adding only unmeasured physician characteristics 326.8 • (343.0 − 326.8) = 13.2
• 13.2/343.0 = 3.8% from unmeasured physician characteristics
Model 4 Adding measured physician characteristics and measured patient characteristics 281.9 • 343.0 − 281.9 − 2.3 / 343.0 = 17.1% from measured patient characteristics 17.1% + 78.4% = ~95.5% due to all differences between patients (measured + unmeasured), plus measurement error
Remainder of variation (from Model 5)* • (343.0 − 2.3 − 13.2 − 58.8) / 343.0 = 78.4% from unmeasured patient characteristics + error
*

(Total variation – component from measured physician characteristics − component from unmeasured physician characteristics − component from measured patient characteristics) = component from unmeasured patient characteristics + error