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+methodologies+for+analyzing+such+data%252C+but+this+requires+researchers+to+watch+hours+of+videos+to+extract+and+interpret+students%27+learning+patterns.+Our+study+aims+to+simplify+researchers%27+tasks%252C+using+Machine+Learning+and+Multimodal+Learning+Analytics+to+support+the+IA+processes.+Our+study+combines+machine+learning+algorithms+and+multimodal+analyses+to+support+and+streamline+researcher+efforts+in+developing+a+comprehensive+understanding+of+students%27+scientific+engagement+through+their+movements%252C+gaze%252C+and+affective+responses+in+a+simulated+scenario.+To+facilitate+an+effective+researcher-AI+partnership%252C+we+present+an+initial+case+study+to+determine+the+feasibility+of+visually+representing+students%27+states%252C+actions%252C+gaze%252C+affect%252C+and+movement+on+a+timeline.+Our+case+study+focuses+on+a+specific+science+scenario+where+students+learn+about+photosynthesis.+The+timeline+allows+us+to+investigate+the+alignment+of+critical+learning+moments+identified+by+multimodal+and+interaction+analysis%252C+and+uncover+insights+into+students%27+temporal+learning+progressions.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.df0f2052962e386b9d8fbe24d6f4d75d%3frik%3dJpIo8DKcxAcxIA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Envolve+Machine+Learning&FORM=IRPRST&ck=3AE23AE9544C125EF5A3902556773D2B&selectedIndex=34&itb=0)
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