developing low cost game-like software simulations for the medical domain

47
Baltasar Fernandez-Manjon [email protected] @BaltaFM Developing low-cost game-like software simulations for the medical domain 06/08/2013, Institute of Medical Engineering & Science, Harvard -Massachusetts Institute of Technology

Post on 19-Oct-2014

936 views

Category:

Education


0 download

DESCRIPTION

As complexity in medicine increases and there is a need to improve education and reduce the number errors, simulation is being used to provide experiential learning in a risk-free environment. The typical approach is to use simulation wards with mannequin-based training to enhance patient safety through routine practice in high realism scenarios to obtain expert performance. Now this approach is being scaled up at large institutions such as MGH with the Learning Lab Simulation Center. In parallel a range of new game technologies have been developed that simplify the creation new applications at a lower cost. These technologies are beginning to be used in the medical domain. This include immersive environments (e.g. Second Life), multi-platform game development environments (e.g. Unity 3D) or new game devices (e.g. MS Kinect). We have created eAdventure an open source game platform that allows for the creation and maintenance of adventure games and simulations without any programming. We are interested in how this low-cost game technology and especially story-based game-like simulations can be used to improve the acquisition of procedural knowledge in medicine. Our current research focus is on how game-like simulations can be applied to represent, standardize and/or improve medical procedures (including the representation of the common errors or the capture of team tacit knowledge). We study how to use the description of medical procedures combined with representative teaching cases to produce game-like simulations that provide students with the opportunity to enhance knowledge and skill acquisition in a safe environment. We have applied this approach to create several simulations in the medical domain (e.g. teaching basic first aid procedures to high-school students, preparing for the first visit to the operating room, representation of the supra-hospital transplant procedures in Spain, improving application of the WHO Surgical Check-list). We are also researching how learning analytics can be applied to the evaluation of simulations.

TRANSCRIPT

Page 1: Developing low cost game-like software simulations for the medical domain

Baltasar [email protected]

@BaltaFM

Developing low-cost game-like software simulations for the

medical domain

06/08/2013, Institute of Medical Engineering & Science,

Harvard -Massachusetts Institute of Technology

Page 2: Developing low cost game-like software simulations for the medical domain

2/46

Context: about me

Baltasar Fernández Manjón Catedrático de Universidad, Facultad de

Informática Universidad Complutense de Madrid Director of the e-UCM e-learning research group http://www.e-ucm.es/people/balta E-mail: [email protected]

Now visiting scientist at LCS-MGH

2

Page 3: Developing low cost game-like software simulations for the medical domain

3/46

Context: e-UCM group

e-UCM research group Learning tecnologies About 15 researcher Serious games

European projects Application to the medical

domain

www.e-ucm.es

3

Page 4: Developing low cost game-like software simulations for the medical domain

4/46

Medicine: new requirements

Medicine needs continous education Reduce the number of errors Knowledge duplicating every 5 years Time-limited certification

Traditionally master-apprentice Now moving to mannenquin-based simulation

Deliverate practice (Ander Ericsson) Clear learning objective Adequate and increasing level of difficulty Repetitive practice with informative feedback

Page 5: Developing low cost game-like software simulations for the medical domain

5/46

MGH Learning Laboratory

MGH has created a Learning Lab to include simulation in the MGH learning flow Regular opportunities for dedicated clinical

practice and feedback in a risk-free environment Fully integrate clinical simulation as a quality

and safety tool in health care practice Enhance patient safety through routine practice

for expert performance Residents and medical personnel

http://www.massgeneral.org/learninglab/

Page 6: Developing low cost game-like software simulations for the medical domain

6/46

MGH Learning Laboratory

Page 7: Developing low cost game-like software simulations for the medical domain

7/46 Alinier G. A typology of educationally focused medical simulation tools. Medical teacher. 2007;29(8):e243–50. Available at:

http://www.ncbi.nlm.nih.gov/pubmed/18236268.

Page 8: Developing low cost game-like software simulations for the medical domain

8/46

Simulations: fligh simulator

Page 9: Developing low cost game-like software simulations for the medical domain

9/46

Serious games: A Learning Technology on the Rise

Serious Games

Game designed for learning or training

Game-based learning, educational simulations, etc

It is being used in different contexts Military (America´s Army, www.americasarmy.com) Medicine (Re-mission, www.re-mission.net)

Some of the advantages “Learning by doing” principles Enhance students’ motivations Involve students in their own learning

Page 10: Developing low cost game-like software simulations for the medical domain

10/46

Use of games in residency programs in USA (2010)

Akl EA, Gunukula S, Mustafa R, et al. Support for and aspects of use of educational games in family medicine and internal medicine residency programs in the US: a survey. BMC medical

education. 2010;10:26.

Page 11: Developing low cost game-like software simulations for the medical domain

11/46

Triage Trainer SGI Coventry (de Freitas) Resuscitation 81 (2010) 1175–1179

Page 12: Developing low cost game-like software simulations for the medical domain

12/46

Different types of simulations

Arnold, J. J., Johnson, L. M., Tucker, S. J., Chesak, S. S., & Dierkhising, R. A. (2013). Comparison of Three Simulation-Based

Teaching Methodologies for Emergency Response. Clinical Simulation in Nursing, 9(3), e85–e93.

to compare the effects of 3 simulation methodologies (low-fidelity, computer-based, and full-scale) on the outcomes of emergency response

knowledge, confidence, satisfaction and self-confidence with learning, and performance.

the statistical findings did not support the hypothesis that RNs who receive full-scale simulation training will score higher in

knowledge, confidence, and performance than those receiving computer-based simulation or low-fidelity simulation

Note: only 28 participants

Page 13: Developing low cost game-like software simulations for the medical domain

13/46

Serious Games

Characteristics of games Backstory or Story line Rules and game mechanics Graphical enviroment Interactivity and reactivity Challenge /competition

Flow – user engaged, focussed, committed Clear goals, attainable challenge, feedback

Gamification Use of game characteristics to increase user

engagement

Page 14: Developing low cost game-like software simulations for the medical domain

14/46

Serious Games: Open Issues

At the DESIGN Stage

Balance between entertainment and educational value

Involve instructors in the process to guarantee a high educational value!

Choose an appropriate game genre

Page 15: Developing low cost game-like software simulations for the medical domain

15/46

Serious Games: Open Issues

At the PRODUCTION Stage

The Cost! Developing a whole game is expensive

usually between 5k and 5M $

Reusability is SCARCE

games as closed products

Page 16: Developing low cost game-like software simulations for the medical domain

16/46

Serious games: Open Issues

At the DEPLOYMENT stage Games are an extra burden for the instructor

Games usually need to be installedGames usually need to be handed out in CDs

or DVDsGames usually require controlled

environmentsGames usually demand up-to-date

computersEducators do not always have the

preparation to install and execute the gamesThere is not always time in the curricula to

arrange play sessions

Page 17: Developing low cost game-like software simulations for the medical domain

17/46

Serious Games: Open Issues

How do instructors evaluate students’ performance?Plan and elaborate de-briefing sessions,

post-tests, debates, etc.

Very difficult to prove the effectivity of the serious games Even if some correlation has been found

between using games and fewer errors in practice (e.g. laparoscopic surgery)

Page 18: Developing low cost game-like software simulations for the medical domain

18/46

eAdventure

eAdventure platform development Simplify the creation of educational games and

simulations Educationcal characteristics (evaluation,

accesibility, deployment, etc)

Free, open source http://e-adventure.e-ucm.es

18

Page 19: Developing low cost game-like software simulations for the medical domain

19/46

Page 20: Developing low cost game-like software simulations for the medical domain

20/46

Two applications: an editor to create the games, and an engine, to run the

games

¿What is eAdventure?

eAventure: A tool to simplify the creation and maintenance of educational games

Page 21: Developing low cost game-like software simulations for the medical domain

21/46

eAdventure’s goals

• Simplify the creation of games• Reduce of the cost of the resources needed for creating a game

• Simplify the use and deployment of games

Cost reduction

Page 22: Developing low cost game-like software simulations for the medical domain

22/46

eAdventure goals

• Involve teaching experts in the creation of the games

• Include educational characteristics

Increase the educational value

Page 23: Developing low cost game-like software simulations for the medical domain

23/46

eAdventure

Increase the educational value, reduce the development costs

Game genre: Point-and-click 2D adventure games (like Myst™ or Monkey Island™)High educational value

Promotes reflection instead of actionResolution of complex puzzlesThe story is important!

Page 24: Developing low cost game-like software simulations for the medical domain

24/46

eAdventure

Increase the educational value, reduce the development costs

Development methodology that involves instructorsInstructors add educational value to the

productsIncreases game acceptance by the instructorsA good story never becomes a bad game

Page 25: Developing low cost game-like software simulations for the medical domain

25/46

<e-Adventure>

Increase the educational value, reduce the development costs

Game patterns (from experience)Third-person games => Concepts. Subjects like

HistoryFirst-person photo-based games =>

Procedural knowledge. Contexts like medicine, engineering, etc.

Third-person games

Page 26: Developing low cost game-like software simulations for the medical domain

26/46

Educational Game Development Methodology

Page 27: Developing low cost game-like software simulations for the medical domain

27/46

eAdventure in Medical education:´First attemps

Central Venous Catheter (CVC) MGH Simulation to teach the whole procedure (over

90 steps) Problem:

Key and high risk procedureVery expensive and limited time

Professional timeLab equipment

Ensure that students known the procedure before doing a practical exam

Proof of concept

Work by Carl Blesius, Paul Courier, Pablo Moreno, Baltasar Fdez

Page 28: Developing low cost game-like software simulations for the medical domain

28/46

Page 29: Developing low cost game-like software simulations for the medical domain

29/46

Page 30: Developing low cost game-like software simulations for the medical domain

30/46

eAdventure in Medical education: evaluation of knowledge

HazMat Training Massachusetts General Hospital Staff certification for handling Hazardous

Material (HazMat) shipments Problem

Moving face-to-face training to online training

The training includes a game packing evaluation

Deployed from 2009 to 2012Reduce certification time & costThe game is part of the final grade

Done by Carl Blesius, Pablo Moreno

Page 31: Developing low cost game-like software simulations for the medical domain

31/46

Page 32: Developing low cost game-like software simulations for the medical domain

32/46

Page 33: Developing low cost game-like software simulations for the medical domain

33/46

eAdventure in Medical education: better formalization of knowledge

Transplants: Evaluation, distribution, and logistics of organ donation National Transplant Organization (Spain) Training new staff (management and clinical) Problem: pre-existing situation

Tacit knowledge, non-formalized proceduresNot a predefined set of teaching cases

Other outcomes of the game creationBetter formalization of procedures that can

be tested and refined by the medical personnel

Creation of 10 representative teaching cases

Done by Blanca Borro, Baltasar Fernandez, ONT

Page 34: Developing low cost game-like software simulations for the medical domain

34/46

a) Main scene corresponding to a real picture of ONT central office b) Action of evaluating the organs.

c) Documentation available for the player. The player is opening the zone distribution document.

d) Character of the simulation representing the liver transplant coordinator.

Page 35: Developing low cost game-like software simulations for the medical domain

35/46

eAdventure in Medical Education

CPR game Centro de Tecnologias Educativas de Aragon

(Spain) Identify a cardiac arrest and teach how to do a

cardiopulmonary resuscitation Oriented to middle and high school students Includes how to use a automatic defribilator Tested in schools with 340 students

Marchiori EJ, Ferrer G, Fernández-Manjón B, Povar Marco J, Suberviola González JF, Giménez Valverde A. Video-game instruction in basic life support

maneuvers. Emergencias. 2012;24:433-7.

Available at http://first-aid-game.e-ucm.es

Page 36: Developing low cost game-like software simulations for the medical domain

36/46

Page 37: Developing low cost game-like software simulations for the medical domain

37/46

Page 38: Developing low cost game-like software simulations for the medical domain

38/46

Evaluation

Simultaneous sessions with same timeOne with game

Other with 2 emergency medical doctors

Page 39: Developing low cost game-like software simulations for the medical domain

39/46

CPR game Results

Pre-test and post-test for evaluating knowlege

game

Page 40: Developing low cost game-like software simulations for the medical domain

40/46

Now: Surgical Safety Checklist

Page 41: Developing low cost game-like software simulations for the medical domain

41/46

Surgical Safety Checklist

Page 42: Developing low cost game-like software simulations for the medical domain

42/46

Surgical Safety Checklist

Page 43: Developing low cost game-like software simulations for the medical domain

43/46

Improving evaluation: eAdventure + Learning Analytics

Game Engine

Communication

API

Logic

Input

Input

Logic

Input

{ type: 'input', timeStamp: some_timestamp, device: 'some_device', action: 'some_action', target: 'target_id', data: { key1: value, ...}}

{ type: 'logic', timeStamp: some_timestamp, event: 'some_event', target: 'some_id', data: { key1: value, ...}}

LA Database

Page 44: Developing low cost game-like software simulations for the medical domain

44/46

Raw data can feed several systems An LRS A Learning Analytics System

eAdventure + Learning Analytics with xAPI

Logic

Input

Logic

Input

Input

Input

Raw data

LRS

Learning Analytics System

StatementsAnalyzer

StatementsAnalyzer

EXPERIENCEAPI

EXPERIENCE

API

Page 45: Developing low cost game-like software simulations for the medical domain

45/46

Other experiences with xAPI

Laboratory of Computer Science MGH Integration medical maniquin simulation data in

a LMS

LRS THE HUB

Page 46: Developing low cost game-like software simulations for the medical domain

46/46

Conclusions

Many opportunities of serious games in the medical domain

Need to do more evaluation of the effect of the serious game application in real settings

Cost and integration in the learning flow are identified issues

New oportunities with Learning Analytics and new e-learning specifications Experience API (xAPI)

Page 47: Developing low cost game-like software simulations for the medical domain

47/46

References• eAdventure. http://e-adventure.e-ucm.es/• MGH Learning Lab. http://www.massgeneral.org/learninglab/• First Aid Game. http://first-aid-game.e-ucm.es/• Marchiori EJ, Ferrer G, Fernández-Manjón B, Povar Marco J, Suberviola González JF,

Giménez Valverde A. Video-game instruction in basic life support maneuvers. Emergencias. 2012;24:433-7

• Pablo Moreno-Ger, Javier Torrente, Julián Bustamante, Carmen Fernández-Galaz, Baltasar Fernández-Manjón, María Dolores Comas-Rengifo (2010). Application of a low-cost web-based simulation to improve students’ practical skills in medical education. International Journal of Medical Informatics 79(6), 459-467 (doi:10.1016/j.ijmedinf.2010.01.017).

• Brian Johnston, Liz Boyle, Ewan MacArthur, Baltasar Fernández-Manjón (2013). The role of technology and digital gaming in nurse education. Nursing Standard, Vol 27, No 28, pp 35-38, March

• Ángel del Blanco, Baltasar Fernández-Manjón, Pedro Ruiz, Manuel Giner (2013). Using videogames facilitates the first visit to the operating theatre. Medical Education. Vol 47, Issue 5, pp. 519-520 (short contribution to the really good stuff section).

• Borro-Escribano B., Martínez-Alpuente I., del Blanco A., Torrente J., Fernández-Manjón B., Matesanz R. (in press) Application of Game-Like Simulations in the Spanish National Transplant Organization. Transplantation Proceedings Journal.