Literature DB >> 26815339

An Empirical Study of Neural Network-Based Audience Response Technology in a Human Anatomy Course for Pharmacy Students.

José Luis Fernández-Alemán1, Laura López-González2, Ofelia González-Sequeros3, Chrisina Jayne4, Juan José López-Jiménez5, Juan Manuel Carrillo-de-Gea6, Ambrosio Toval7.   

Abstract

This paper presents an empirical study of a formative neural network-based assessment approach by using mobile technology to provide pharmacy students with intelligent diagnostic feedback. An unsupervised learning algorithm was integrated with an audience response system called SIDRA in order to generate states that collect some commonality in responses to questions and add diagnostic feedback for guided learning. A total of 89 pharmacy students enrolled on a Human Anatomy course were taught using two different teaching methods. Forty-four students employed intelligent SIDRA (i-SIDRA), whereas 45 students received the same training but without using i-SIDRA. A statistically significant difference was found between the experimental group (i-SIDRA) and the control group (traditional learning methodology), with T (87) = 6.598, p < 0.001. In four MCQs tests, the difference between the number of correct answers in the first attempt and in the last attempt was also studied. A global effect size of 0.644 was achieved in the meta-analysis carried out. The students expressed satisfaction with the content provided by i-SIDRA and the methodology used during the process of learning anatomy (M = 4.59). The new empirical contribution presented in this paper allows instructors to perform post hoc analyses of each particular student's progress to ensure appropriate training.

Entities:  

Keywords:  E-Learning; Experiment; Human Anatomy; Neural Network

Mesh:

Year:  2016        PMID: 26815339     DOI: 10.1007/s10916-016-0440-6

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  34 in total

1.  Concurrent use of an audience response system at a multi-campus college of pharmacy.

Authors:  Kevin A Clauson; Fadi M Alkhateeb; Devada Singh-Franco
Journal:  Am J Pharm Educ       Date:  2012-02-10       Impact factor: 2.047

2.  Audience response technology: under-appreciated value of post hoc analysis.

Authors:  Paul Schick; Sandra Abramson; James Burke
Journal:  Med Educ       Date:  2011-11       Impact factor: 6.251

3.  Computer Applications in Health Science Education.

Authors:  Juan A Juanes; Pablo Ruisoto
Journal:  J Med Syst       Date:  2015-08-08       Impact factor: 4.460

Review 4.  Clickers in the large classroom: current research and best-practice tips.

Authors:  Jane E Caldwell
Journal:  CBE Life Sci Educ       Date:  2007       Impact factor: 3.325

5.  Promoting student-centered active learning in lectures with a personal response system.

Authors:  Sally A Gauci; Arianne M Dantas; David A Williams; Robert E Kemm
Journal:  Adv Physiol Educ       Date:  2009-03       Impact factor: 2.288

6.  Use of an audience response system (ARS) in a dual-campus classroom environment.

Authors:  Melissa S Medina; Patrick J Medina; Donald S Wanzer; Jane E Wilson; Nelson Er; Mark L Britton
Journal:  Am J Pharm Educ       Date:  2008-04-15       Impact factor: 2.047

7.  The challenges and opportunities of teaching "generation y".

Authors:  Jodie Eckleberry-Hunt; Jennifer Tucciarone
Journal:  J Grad Med Educ       Date:  2011-12

8.  Safe prescribing: an educational intervention for medical students.

Authors:  Jane M Garbutt; Thomas M DeFer; Gabrielle Highstein; Candace McNaughton; Paul Milligan; Victoria F Fraser
Journal:  Teach Learn Med       Date:  2006       Impact factor: 2.414

Review 9.  Empirical studies on usability of mHealth apps: a systematic literature review.

Authors:  Belén Cruz Zapata; José Luis Fernández-Alemán; Ali Idri; Ambrosio Toval
Journal:  J Med Syst       Date:  2015-01-20       Impact factor: 4.460

10.  Audience response technology: engaging and empowering non-medical prescribing students in pharmacology learning.

Authors:  Joanne S Lymn; Alison Mostyn
Journal:  BMC Med Educ       Date:  2010-10-27       Impact factor: 2.463

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