title: Epidemiological models and related simulation results for understanding of contraceptive adoption in India.
abstract: BACKGROUND
  For the first time, models using multilevel analysis of Indian data and related simulation results are reported. They take hierarchical structure into account and incorporate variables from all levels to get correct analysis and proper interpretation of data on current contraceptive use (including sterilization and modern methods).
  
  
  METHODS
  The data from an Indian State, Uttar Pradesh (UP), collected by the National Family Health Survey (NFHS) conducted during 10 October 1992 to 22 February 1993 was used. For model I, 7851 currently married women who were neither pregnant nor had continuing post-partum amenorrhoea (PPA) were considered. For model II, these women with at least one child (n = 6748) were used. Two-level logistic regression analysis was carried out for which women's level (level 1) and PSU (Primary Sampling Unit) level (level 2) variables were considered. The results were considered significant at the 5% level of significance. Simulation analysis using each model was also carried out.
  
  
  RESULTS
  Model I reveals that those more likely to adopt contraception were women exposed to a TV message (odds ratio [OR] = 1.3; 95% CI: 1.1-1.6); whose houses were pucca (bricks and mortar) (OR = 1.3; 95% CI: 1.1-1.5); who were educated to high school level and above (OR = 2.9; 95% CI: 2.2-3.7); whose husbands were literate with schooling of > or =11 years (OR = 1.7; 95% CI: 1.4-2.1); and who had > or =2 living sons (OR = 2.2; 95% CI: 1.1-4.4). Muslim and other religious women were less likely than Hindu women to adopt contraception (OR = 0.5; 95% CI: 0.4-0.6). Also, the PSU level availability of all weather road was positively associated with contraceptive adoption (OR = 1.4; 95% CI: 1.1-1.7). The PSU level variance, which is the unexplained PSU level variation after controlling for the considered characteristics, was significantly higher. The simulation results revealed that public health education (a TV message) was found to be more effective among less educated women. The PSU level availability of all weather road was as effective as public health education. Similar results were evident from the analysis of second data set (model II) with the noticeable finding that those whose last child is surviving are most likely to adopt contraception (OR = 8.82; 95% CI: 1.01-77.38).
  
  
  CONCLUSIONS
  These results reveal that the survival status of the last child has a marked effect on the adoption of contraception in UP. They further support the idea that public health education (a TV message) is more effective among less educated women. Also, the PSU level presence of all weather road is equally effective. Consideration of higher level variables provides not only more accurate results but also important public health clues to help the policy planners.
authors.affiliation: Department of Biostatistics, All India Institute of Medical Sciences, Ansari Nagar, New Delhi.
authors.forename: S N
authors.initials: SN
authors.lastname: Dwivedi
authors.forename: K R
authors.initials: KR
authors.lastname: Sundaram
mesh_terms: D000293:Adolescent; D000328:Adult; D003267:Contraception / Q000706:statistics & numerical data*; D003268:Contraception Behavior / Q000706:statistics & numerical data*; D003271:Contraceptive Agents, Female; D015981:Epidemiologic Factors; D005193:Family Planning Services; D005260:Female; D006266:Health Education; D006801:Humans; D007194:India / Q000453:epidemiology; D016015:Logistic Models; D008297:Male; D008875:Middle Aged; D020380:Needs Assessment / Q000706:statistics & numerical data*; D016017:Odds Ratio; D011247:Pregnancy; D012923:Social Class
chemical_list: D003271:Contraceptive Agents, Female