Anwen Ren, Jiaqing Zhu, Zhenghao Wu, Jie Ming, Shengnan Ruan, Ming Xu, Tao Huang
Machine learning algorithms for identifying contralateral central lymph node metastasis in unilateral cN0 papillary thyroid cancer
Frontiers in endocrinology
article reports tracebased assessment approaches learning used middle school aged children interacted nasa mars mission science technology engineering mathematics stem games whyville online game environment 8 million registered young learners learning objectives two games included awareness knowledge nasa missions developing knowledge skills measurement scaling applying measurement planetary comparisons solar system trace data 1361 interactions analysed nonparametric multidimensional scaling methods permitted visual examination statistical validation provided example proof concept multidimensional scaling approach analysis timebased behavioural data game simulation differences approach learning found illustrating potential value methodology curriculum gamebased learning designers well creators online stem content precollege youth theoretical framework method analysis makes use epistemic network analysis toolkit post hoc data exploration platform discussion centres issues semantic interpretation interaction endstates application evidence centred design post hoc analysis