Lee Mingyung, Seo Seongwon
Division of Animal and Dairy Sciences, Chungnam National University, Daejeon 34134, Korea.
Animals (Basel). 2021 Sep 23;11(10):2779. doi: 10.3390/ani11102779.
The review aimed to collect information about the wearable wireless sensor system (WWSS) for cattle and to conduct a systematic literature review on the accuracy of predicting the physiological parameters of these systems. The WWSS was categorized as an ear tag, halter, neck collar, rumen bolus, leg tag, tail-mounted, and vaginal mounted types. Information was collected from a web-based search on Google, then manually curated. We found about 60 WWSSs available in the market; most sensors included an accelerometer. The literature evaluating the WWSS performance was collected through a keyword search in Scopus. Among the 1875 articles identified, 46 documents that met our criteria were selected for further meta-analysis. Meta-analysis was conducted on the performance values (e.g., correlation, sensitivity, and specificity) for physiological parameters (e.g., feeding, activity, and rumen conditions). The WWSS showed high performance in most parameters, although some parameters (e.g., drinking time) need to be improved, and considerable heterogeneity of performance levels was observed under various conditions (average = 76%). Nevertheless, some of the literature provided insufficient information on evaluation criteria, including experimental conditions and gold standards, to confirm the reliability of the reported performance. Therefore, guidelines for the evaluation criteria for studies evaluating WWSS performance should be drawn up.
本综述旨在收集有关牛用可穿戴无线传感器系统(WWSS)的信息,并对这些系统预测生理参数的准确性进行系统的文献综述。WWSS分为耳标、缰绳、颈圈、瘤胃丸剂、腿标、尾部安装和阴道安装类型。通过在谷歌上进行基于网络的搜索收集信息,然后进行人工筛选。我们发现市场上约有60种WWSS;大多数传感器都包含一个加速度计。通过在Scopus中进行关键词搜索,收集评估WWSS性能的文献。在识别出的1875篇文章中,选择了46篇符合我们标准的文献进行进一步的荟萃分析。对生理参数(如进食、活动和瘤胃状况)的性能值(如相关性、敏感性和特异性)进行了荟萃分析。尽管有些参数(如饮水时间)需要改进,并且在各种条件下观察到性能水平存在相当大的异质性(平均值 = 76%),但WWSS在大多数参数上表现出高性能。然而,一些文献在评估标准(包括实验条件和金标准)方面提供的信息不足,无法确认所报告性能的可靠性。因此,应制定评估WWSS性能研究的评估标准指南。