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The analysis for the fifth generation and the communication for the different wireless systems have been analyzed. The specification of the 6G is significantly related to the 5G networks. Some energy consumption‐related problem based on green communication is done to process the data, and the energy consumption is done. Some of the solutions used for the management and the handling of efficient resource are done for providing the technique of the cancellation that can be proposed. The advanced technology used for wireless communication in this technique is the gradient boosting method, the method of hybrid microwave transmission, and so on. Then gradient boosting method is used for monitoring the patient's health in the hospitals using Internet of Things (IoT) devices. The method of hybrid microwave transmission used for analyzing the microwave transmission of the phone calls and the mobile application is evaluated. Effective analysis for data to transfer from one place to another is done. Then 45% of the data is removed based on the redundancy, and the low quality is formed. Furthermore, as seen by its high variance accounted for (VAF) score of 96% after 100 iterations, the suggested technique performs exceptionally well at capturing data variability. It also achieves a quite remarkable ‐squared () score of 0.94, showcasing its strong predictive power and the ability to explain around 94% of the variance of the dependent variable. These figures hence establish the unmatched prediction accuracy exhibited by the proposed method of gradient boosting, explaining data variability and predictability. Trial Registration: We have not harmed any human person with our research data collection, which was gathered from an already published article.
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Vasamsetty et al. (2025) studied this question.
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