Azadeh Naderi, Hadis Najafimehr, Kamal Azam, Abbas Rahimi Foroushani, Ali Moghadas Jafari, Mohammed Ibrahim Gubari, Hende Sadeghi, Mostafa Hosseini, Mehdi Yaseri
{"title":"出生生长分析:使用混合治疗脆弱模型。","authors":"Azadeh Naderi, Hadis Najafimehr, Kamal Azam, Abbas Rahimi Foroushani, Ali Moghadas Jafari, Mohammed Ibrahim Gubari, Hende Sadeghi, Mostafa Hosseini, Mehdi Yaseri","doi":"10.47176/mjiri.38.142","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The birth rate is important in population growth. Concerns are growing over declining birth rates in Iran, as a developing country in the past decade. The present study aimed to examine population growth in Hamadan and the factors influencing the birth rate.</p><p><strong>Methods: </strong>This retrospective cohort study utilized data from 633 families with their first child in 2012 in Hamadan-information updated in 2022. The Kaplan-Meier plateau indicates a curing pattern; therefore, a mixture cure frailty model was employed to estimate the probability and hazard rate of having different numbers of children. This model comprises 2 components: the first estimates the probability of birth (or nonbirth, indicating cure), while the second component calculates the birth hazard rate for having different number of children.</p><p><strong>Results: </strong>Mothers with high school diploma (odds ratio [OR], 0.049; <i>P</i> = 0.004) and under diploma (OR, 0.449; <i>P</i> < 0.001) education levels and fathers with under diploma (OR, 0.802; <i>P</i> = 0.021) education levels were linked to a lower risk of birth and a higher chance of a cure. Moreover, high school diploma (hazard ratio [HR] = 0.668; <i>P</i> < 0.001) and under diploma (HR = 0.821; <i>P</i> < 0.001) education levels in mothers significantly decreased the birth hazard rate. The shape parameter in the hazard function (μ = 0.933; SE = 0.049) indicates that the hazard rate of birth was decreasing during the follow-up time.</p><p><strong>Conclusion: </strong>The study found that the mixture cure frailty model was effective in analyzing birth rates, with couples showing a decreased inclination to have more than 2 children. One contributing factor to this trend is the mothers' education and employment.</p>","PeriodicalId":18361,"journal":{"name":"Medical Journal of the Islamic Republic of Iran","volume":"38 ","pages":"142"},"PeriodicalIF":0.0000,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12138781/pdf/","citationCount":"0","resultStr":"{\"title\":\"Analysis of Birth Growth: Using a Mixture Cure Frailty Model.\",\"authors\":\"Azadeh Naderi, Hadis Najafimehr, Kamal Azam, Abbas Rahimi Foroushani, Ali Moghadas Jafari, Mohammed Ibrahim Gubari, Hende Sadeghi, Mostafa Hosseini, Mehdi Yaseri\",\"doi\":\"10.47176/mjiri.38.142\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The birth rate is important in population growth. Concerns are growing over declining birth rates in Iran, as a developing country in the past decade. The present study aimed to examine population growth in Hamadan and the factors influencing the birth rate.</p><p><strong>Methods: </strong>This retrospective cohort study utilized data from 633 families with their first child in 2012 in Hamadan-information updated in 2022. The Kaplan-Meier plateau indicates a curing pattern; therefore, a mixture cure frailty model was employed to estimate the probability and hazard rate of having different numbers of children. This model comprises 2 components: the first estimates the probability of birth (or nonbirth, indicating cure), while the second component calculates the birth hazard rate for having different number of children.</p><p><strong>Results: </strong>Mothers with high school diploma (odds ratio [OR], 0.049; <i>P</i> = 0.004) and under diploma (OR, 0.449; <i>P</i> < 0.001) education levels and fathers with under diploma (OR, 0.802; <i>P</i> = 0.021) education levels were linked to a lower risk of birth and a higher chance of a cure. Moreover, high school diploma (hazard ratio [HR] = 0.668; <i>P</i> < 0.001) and under diploma (HR = 0.821; <i>P</i> < 0.001) education levels in mothers significantly decreased the birth hazard rate. The shape parameter in the hazard function (μ = 0.933; SE = 0.049) indicates that the hazard rate of birth was decreasing during the follow-up time.</p><p><strong>Conclusion: </strong>The study found that the mixture cure frailty model was effective in analyzing birth rates, with couples showing a decreased inclination to have more than 2 children. One contributing factor to this trend is the mothers' education and employment.</p>\",\"PeriodicalId\":18361,\"journal\":{\"name\":\"Medical Journal of the Islamic Republic of Iran\",\"volume\":\"38 \",\"pages\":\"142\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-12-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12138781/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Medical Journal of the Islamic Republic of Iran\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.47176/mjiri.38.142\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"Medicine\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical Journal of the Islamic Republic of Iran","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.47176/mjiri.38.142","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"Medicine","Score":null,"Total":0}
Analysis of Birth Growth: Using a Mixture Cure Frailty Model.
Background: The birth rate is important in population growth. Concerns are growing over declining birth rates in Iran, as a developing country in the past decade. The present study aimed to examine population growth in Hamadan and the factors influencing the birth rate.
Methods: This retrospective cohort study utilized data from 633 families with their first child in 2012 in Hamadan-information updated in 2022. The Kaplan-Meier plateau indicates a curing pattern; therefore, a mixture cure frailty model was employed to estimate the probability and hazard rate of having different numbers of children. This model comprises 2 components: the first estimates the probability of birth (or nonbirth, indicating cure), while the second component calculates the birth hazard rate for having different number of children.
Results: Mothers with high school diploma (odds ratio [OR], 0.049; P = 0.004) and under diploma (OR, 0.449; P < 0.001) education levels and fathers with under diploma (OR, 0.802; P = 0.021) education levels were linked to a lower risk of birth and a higher chance of a cure. Moreover, high school diploma (hazard ratio [HR] = 0.668; P < 0.001) and under diploma (HR = 0.821; P < 0.001) education levels in mothers significantly decreased the birth hazard rate. The shape parameter in the hazard function (μ = 0.933; SE = 0.049) indicates that the hazard rate of birth was decreasing during the follow-up time.
Conclusion: The study found that the mixture cure frailty model was effective in analyzing birth rates, with couples showing a decreased inclination to have more than 2 children. One contributing factor to this trend is the mothers' education and employment.