Several growth-related disorders in the modern poultry industry are complex, recurring, and challenging chicken performance hazards. These kinds of non-infectious disorders have led to negative consequences in health, mobility, and performance conditions in chickens. Despite their significance and recurrence in the modern poultry, there is no comprehensive retrospective research on them over time. Through with a text mining of the literature over a 23-year period, this article aimed to provide an investigation into the knowledge of modern disorders in broiler chickens. Therefore, information on a series of disorders including ascites, heat stress, muscle disorders and lameness published in various peer-reviewed journals on PubMed between 2000–2023 were extracted for scientometric analysis. The findings suggest that heat stress has been the most predominant disorder in chickens. Ascites were found to be the second most widespread growth-related disorder and muscle disorders affecting the major pectorals were the third in publications. Moreover, it was identified that different genetic techniques were used to study various modern chicken industry disorders. In conclusion, the findings of this scientometric analysis provided a clear outlook of the current state, the kinds of applied genetic techniques, and some future priorities for modern chicken industry disorders.