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. 2025 Jul 1;15(1):21869.
doi: 10.1038/s41598-025-08219-4.

A new proportional hazard model with applications to breastfeeding data

Affiliations

A new proportional hazard model with applications to breastfeeding data

Yolanda M Gómez et al. Sci Rep. .

Abstract

The World Health Organization recommends exclusive breastfeeding for the first 6 months of life, but several factors influence its cessation. Changes in breastfeeding behavior have been reported in the literature among infants at 0, 1, 3 and 5 months. The purpose of this paper is to introduce a new proportional hazards model based on the transformed-transformer method, employing the Weibull and piecewise exponential distributions as baseline models, with the aim of setting the partitions at the time when most weaning occurs. Some properties of the model, including monotonicity and quantile functions, are discussed in detail. Additionally, a regression model for censored data is presented. The parameters of the proposed distribution are estimated using the maximum likelihood approach. Some numerical illustrations of the estimators are presented with a discussion of the obtained results. Finally, two real applications related to breastfeeding in Brazil and the USA are provided to illustrate the usefulness of our proposal.

Keywords: Gradient test; Likelihood ratio test; Power function; Sample Size; Score test; Survival data; Wald test; Weibull model.

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Conflict of interest statement

Declarations. Competing interests: The authors declare no competing interests.

Figures

Figure 1
Figure 1
Hazard function for WPE1 model and different time partitions. Left panel: formula image and formula image with different values of formula image and formula image. Right panel: formula image and formula image with various values of formula image and formula image.
Figure 2
Figure 2
Hazard function for WPE2 model and different time partition. Left panel: formula image and formula image with different values of formula image and formula image. Right panel: formula image and formula image with various values of formula image and formula image.
Figure 3
Figure 3
Estimated K–M survival curve for covariates of brazilian breastfeeding data set.
Figure 4
Figure 4
Estimated K–M survival curve for covariates of American breastfeeding data set.

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