Narrative review covers estrus detection strategies and technologies in dairy cattle within the dairy industry
This narrative review focuses on estrus detection strategies and technologies within the dairy industry. The scope encompasses a broad range of methods including artificial insemination, estrus synchronization using hormonal treatments, artificial intelligence-aided data analyses, biomarker-based chemical sensors, and activity-based wearable and implantable sensors. The review also considers behavioral datasets as part of the technological landscape for detection. No specific population sample size or follow-up duration was reported in this source. The authors do not report primary or secondary outcomes, nor do they detail adverse events or tolerability. Consequently, no pooled effect sizes or specific efficacy rates are provided in this text. The review serves to outline the current state of these technologies rather than to establish clinical efficacy or safety profiles. Limitations acknowledged by the authors or gaps in the literature are not explicitly detailed in the provided data. The practice relevance of these findings is not reported. Readers should interpret this document as a qualitative overview rather than a quantitative assessment of intervention performance.