scholarly journals Large-scale randomized experiments reveals that machine learning-based instruction helps people memorize more effectively

2021 ◽  
Vol 6 (1) ◽  
Author(s):  
Utkarsh Upadhyay ◽  
Graham Lancashire ◽  
Christoph Moser ◽  
Manuel Gomez-Rodriguez

AbstractWe perform a large-scale randomized controlled trial to evaluate the potential of machine learning-based instruction sequencing to improve memorization while allowing the learners the freedom to choose their review times. After controlling for the length and frequency of study, we find that learners for whom a machine learning algorithm determines which questions to include in their study sessions remember the content over ~69% longer. We also find that the sequencing algorithm has an effect on users’ engagement.

2013 ◽  
Vol 114 (2) ◽  
pp. 252-276 ◽  
Author(s):  
Asha K. Jitendra ◽  
Danielle N. Dupuis ◽  
Michael C. Rodriguez ◽  
Anne F. Zaslofsky ◽  
Susan Slater ◽  
...  

2020 ◽  
Vol 20 ◽  
pp. 100134
Author(s):  
Catherine Wheatley ◽  
Nick Beale ◽  
Thomas Wassenaar ◽  
Mackenzie Graham ◽  
Emma Eldridge ◽  
...  

2020 ◽  
Vol 142 (8) ◽  
pp. 3814-3822 ◽  
Author(s):  
George S. Fanourgakis ◽  
Konstantinos Gkagkas ◽  
Emmanuel Tylianakis ◽  
George E. Froudakis

2018 ◽  
Vol 07 (04) ◽  
pp. 164-173 ◽  
Author(s):  
Ian Campbell ◽  
Samantha Stover ◽  
Andres Hernandez-Garcia ◽  
Shalini Jhangiani ◽  
Jaya Punetha ◽  
...  

AbstractWolf–Hirschhorn syndrome (WHS) is caused by partial deletion of the short arm of chromosome 4 and is characterized by dysmorphic facies, congenital heart defects, intellectual/developmental disability, and increased risk for congenital diaphragmatic hernia (CDH). In this report, we describe a stillborn girl with WHS and a large CDH. A literature review revealed 15 cases of WHS with CDH, which overlap a 2.3-Mb CDH critical region. We applied a machine-learning algorithm that integrates large-scale genomic knowledge to genes within the 4p16.3 CDH critical region and identified FGFRL1, CTBP1, NSD2, FGFR3, CPLX1, MAEA, CTBP1-AS2, and ZNF141 as genes whose haploinsufficiency may contribute to the development of CDH.


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