APPENDIX 1 A study examined families in three major cities in Thailand. The study focused on infant development in the context of the backgrounds and living conditions of families. 269 observations with complete observations are included in this analysis. Investigators studied predictors of infant behavioral characteristics. One of the characteristics "Excitability" was measured as the number of times an infant acted "excited" in a on hour period of time. Potential predictors included the baby's gestational age (gestation_weeks), the quality of the families living conditions (qols), mother's language-free nonverbal intelligence (TONI4_INDEX), the numbers of years of education of the father (FatherYrsEduc), the number of preterm births the mother had experienced (Preterm), and infant sex (0-female, 1-male). Below is relevant SAS Output. 0.0160 The GENMOD Procedure Model Information Data Set WORK.ALL MERGED Distribution Poisson Link Function Log Dependent Variable Excitability Number of Observations Read320 Number of Observations Used269 Missing Values Parameter Information ParameterEffect 51 Prml Intercept Prm2 gestation_weeks Prm3 Qols Prm4 TONI4_INDEX Prm5 Father YrsEduc Prm6 Preterm Prm7 Infantsex Criteria For Assessing Goodness Of Fit Criterion DF Value Value/DF Deviance 262 577.3168 2.2035 Scaled Deviance 262 577.3168 2.2035 Pearson Chi-Square Scaled Pearson X2 Log Likelihood Full Log Likelihood AIC (smaller is better) 262 566.3297 2.1616 262 566.3297 2.1616 -248.4164 -463.6072 941.2145 AICC (smaller is better) 941.6436 966.3774 BIC (smaller is better) Algorithm converged. Analysis Of Maximum Likelihood Parameter Estimates Standard Wald 95% Confidence Parameter Wald Chi- DF Estimate Intercept 1 0.2324 Error 1.8543 Limits Square Pr> ChiSq -3.4020 3.8667 0.02 0.9003 gestation_weeks 1 -0.0190 0.0474 -0.1120 0.0739 0.16 0.6881 qols 1 -0.1267 0.0958 -0.3145 0.0610 1.75 0.1858 TONI4_INDEX 1 0.0034 0.0072 -0.0106 0.0174 0.22 0.6366 Father YrsEduc 1 0.0454 0.0150 0.0160 0.0748 9.14 0.0025 Preterm 1 -0.8756 0.3012 -1.4660 -0.2853 8.45 0.0036 infantsex 1 0.0712 0.1102 -0.1448 0.2871 0.42 0.5184 Scale 0 1.0000 0.0000 1.0000 1.0000 Note: The scale parameter was held fixed.
APPENDIX 1 A study examined families in three major cities in Thailand. The study focused on infant development in the context of the backgrounds and living conditions of families. 269 observations with complete observations are included in this analysis. Investigators studied predictors of infant behavioral characteristics. One of the characteristics "Excitability" was measured as the number of times an infant acted "excited" in a on hour period of time. Potential predictors included the baby's gestational age (gestation_weeks), the quality of the families living conditions (qols), mother's language-free nonverbal intelligence (TONI4_INDEX), the numbers of years of education of the father (FatherYrsEduc), the number of preterm births the mother had experienced (Preterm), and infant sex (0-female, 1-male). Below is relevant SAS Output. 0.0160 The GENMOD Procedure Model Information Data Set WORK.ALL MERGED Distribution Poisson Link Function Log Dependent Variable Excitability Number of Observations Read320 Number of Observations Used269 Missing Values Parameter Information ParameterEffect 51 Prml Intercept Prm2 gestation_weeks Prm3 Qols Prm4 TONI4_INDEX Prm5 Father YrsEduc Prm6 Preterm Prm7 Infantsex Criteria For Assessing Goodness Of Fit Criterion DF Value Value/DF Deviance 262 577.3168 2.2035 Scaled Deviance 262 577.3168 2.2035 Pearson Chi-Square Scaled Pearson X2 Log Likelihood Full Log Likelihood AIC (smaller is better) 262 566.3297 2.1616 262 566.3297 2.1616 -248.4164 -463.6072 941.2145 AICC (smaller is better) 941.6436 966.3774 BIC (smaller is better) Algorithm converged. Analysis Of Maximum Likelihood Parameter Estimates Standard Wald 95% Confidence Parameter Wald Chi- DF Estimate Intercept 1 0.2324 Error 1.8543 Limits Square Pr> ChiSq -3.4020 3.8667 0.02 0.9003 gestation_weeks 1 -0.0190 0.0474 -0.1120 0.0739 0.16 0.6881 qols 1 -0.1267 0.0958 -0.3145 0.0610 1.75 0.1858 TONI4_INDEX 1 0.0034 0.0072 -0.0106 0.0174 0.22 0.6366 Father YrsEduc 1 0.0454 0.0150 0.0160 0.0748 9.14 0.0025 Preterm 1 -0.8756 0.3012 -1.4660 -0.2853 8.45 0.0036 infantsex 1 0.0712 0.1102 -0.1448 0.2871 0.42 0.5184 Scale 0 1.0000 0.0000 1.0000 1.0000 Note: The scale parameter was held fixed.
Advanced Engineering Mathematics
10th Edition
ISBN:9780470458365
Author:Erwin Kreyszig
Publisher:Erwin Kreyszig
Chapter2: Second-order Linear Odes
Section: Chapter Questions
Problem 1RQ
Related questions
Question
Suppose investigators decided to account for overdispersion using the Pearson chi-square statistic. By what percent would one increase the standard error of Preterm in order to calculate the confidence intervals and chi-square statistic for significance? Give the answer to three numbers after the decimal place.
Expert Solution
This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
Step by step
Solved in 2 steps
Recommended textbooks for you
Advanced Engineering Mathematics
Advanced Math
ISBN:
9780470458365
Author:
Erwin Kreyszig
Publisher:
Wiley, John & Sons, Incorporated
Numerical Methods for Engineers
Advanced Math
ISBN:
9780073397924
Author:
Steven C. Chapra Dr., Raymond P. Canale
Publisher:
McGraw-Hill Education
Introductory Mathematics for Engineering Applicat…
Advanced Math
ISBN:
9781118141809
Author:
Nathan Klingbeil
Publisher:
WILEY
Advanced Engineering Mathematics
Advanced Math
ISBN:
9780470458365
Author:
Erwin Kreyszig
Publisher:
Wiley, John & Sons, Incorporated
Numerical Methods for Engineers
Advanced Math
ISBN:
9780073397924
Author:
Steven C. Chapra Dr., Raymond P. Canale
Publisher:
McGraw-Hill Education
Introductory Mathematics for Engineering Applicat…
Advanced Math
ISBN:
9781118141809
Author:
Nathan Klingbeil
Publisher:
WILEY
Mathematics For Machine Technology
Advanced Math
ISBN:
9781337798310
Author:
Peterson, John.
Publisher:
Cengage Learning,