Table 4. Bayesian network propagation: Predicting change in outcomes.
Targeted behavior | Change in targeted behavior(s) | Outcome | Average change in Outcome [Mean(SD) of outcome by targeted behavior category] |
---|---|---|---|
PA | < 270 to ≥ 380 counts/min/day | BMI | BMI decreases 1 kg/m2 [31.5(4.9) to 30.5(4.9)] |
BMI | ≥ 30 to < 30 kg/m2 | Insulin | Insulin decreases 0.30 (log) pg/mL (26% decrease) [6.29(0.50) to 5.99(0.49)] |
BMI | ≥ 30 to < 30 kg/m2 | CRP | CRP decreases 0.76 (log) mg/L (50% decrease) [15.28(1.07) to 14.56(1.05)] |
BMI | ≥ 30 to < 30 kg/m2 | QoLp | QoLp increases 6.1 [64.6(17.9) to 70.7(17.7)] |
BMI | ≥ 30 to < 30 kg/m2 | QoLm | QoLm increases 0.3 [74.9(17.3) to 75.2(16,9)] |
Sleep2 | > Q3 to < Q1 | QoLp | QoLp increases 20.5 [56.6(16.7) to 77.1(16.3)] |
Sleep2 | > Q3 to < Q1 | QoLm | QoLm increases 23.9 [62.9(15.9) to 86.8(14.7)] |
Sleep2 + BMI | sleep2 > Q3 to < Q1 BMI ≥ 30 to < 30 kg/m2 |
QoLp | QoLp increases 26.7 [54.3(16.1) to 81.0(16.1)\ |
Sleep2 + BMI | sleep2 > Q3 to < Q1 BMI ≥ 30 to < 30 kg/m2 |
QoLm | QoLm increases 23.3 [62.8(15.8) to 86.1(14.5)] |
a Derived from 5000 simulated datasets via network propogation.
Q3: 75th%-ile; Q1: 25th%-ile