Table 2 Relational hyperevent model assessment: comparing the covariate, the network, and the joint models.
From: Occupations and their impact on the spreading of COVID-19 in urban communities
Covariate model | Network model | Joint model | |||||
|---|---|---|---|---|---|---|---|
Exp(Coef) 95% CI | Coef (SE) | Exp(Coef) 95% CI | Coef (SE) | Exp(Coef) 95% CI | Coef (SE) | ||
Age difference | 0.498 (0.460–0.540) | − 0.697 (0.041) *** | 0.521 (0.477–0.568) | − 0.652 (0.045) *** | |||
Avg. age of the referrals | 1.004 (0.950–1.062) | 0.004 (0.029) | 1.020 (0.960–1.083) | 0.019 (0.031) | |||
Age of the referee | 1.746 (1.632–1.868) | 0.557 (0.034) *** | 1.612 (1.496–1.737) | 0.477 (0.038) *** | |||
Sex difference (males = 1, females = 2) | 2.023 (1.892–2.164) | 0.705 (0.034) *** | 1.873 (1.738–2.020) | 0.628 (0.038) *** | |||
Sex of the referrals | 1.091 (1.019–1.167) | 0.087 (0.035) * | 1.113 (1.028–1.204) | 0.107 (0.040) ** | |||
Sex of the referee | 1.047 (1.006–1.089) | 0.046 (0.020) * | 1.040 (0.997–1.084) | 0.039 (0.021) | |||
Referral in public sector | 0.707 (0.601–0.832) | − 0.347 (0.083) *** | 0.753 (0.637–0.890) | − 0.284 (0.085) *** | |||
Referee in public sector | 0.965 (0.937–0.995) | − 0.035 (0.015) * | 0.957 (0.927–0.987) | − 0.044 (0.016) ** | |||
Referral in medical sector | 0.835 (0.697–0.998) | − 0.181 (0.092) * | 0.878 (0.738–1.045) | − 0.130 (0.089) | |||
Referee in medical sector | 1.000 (0.974–1.027) | 0.000 (0.014) | 0.997 (0.969–1.025) | − 0.003 (0.014) | |||
Active workforce difference (Active = 1, non-active = 0) | 1.182 (1.078–1.296) | 0.167 (0.047) *** | 1.253 (1.128–1.392) | 0.226 (0.054) *** | |||
Active referrals | 0.430 (0.391–0.474) | − 0.843 (0.050) *** | 0.493 (0.440–0.553) | − 0.707 (0.058) *** | |||
Active referees | 2.286 (2.117–2.468) | 0.827 (0.039) *** | 2.276 (2.093–2.475) | 0.822 (0.043) *** | |||
Individual contact popularity (in-degree of the referral) | 0.006 (0.003–0.011) | − 5.139 (0.309) *** | 0.008 (0.004–0.014) | − 4.878 (0.306) *** | |||
Joint contact popularity | 1.116 (1.081–1.152) | 0.110 (0.016) *** | 1.110 (1.063–1.158) | 0.104 (0.022) *** | |||
Reciprocation | 1.131 (1.111–1.152) | 0.123 (0.009) *** | 1.111 (1.088–1.134) | 0.105 (0.010) *** | |||
In-degree of the referee | 0.229 (0.195–0.271) | − 1.472 (0.084) *** | 0.307 (0.258–0.365) | − 1.182 (0.088) *** | |||
Out-degree of the referral | 0.056 (0.038–0.082) | − 2.880 (0.195) *** | 0.070 (0.048–0.103) | − 2.655 (0.194) *** | |||
Nominations among contacts | 1.077 (1.062–1.092) | 0.074 (0.007) *** | 1.081 (1.066–1.097) | 0.078 (0.007) *** | |||
Shared referee | 1.110 (1.089–1.131) | 0.104 (0.010) *** | 1.104 (1.084–1.124) | 0.099 (0.009) *** | |||
AIC | 9375.042 | 8592.547 | 6293.281 | ||||
Num. events | 1179 | 1179 | 1179 | ||||
Num. obs | 1,250,975 | 1,250,975 | 1,250,975 | ||||