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Internet-Based Learning: Systematic Review
Instructional Design Variations inInternet-Based Learning for HealthProfessions Education: A Systematic Reviewand Meta-AnalysisDavid A. Cook, MD, MHPE, Anthony J. Levinson, MD, MSc, Sarah Garside, MD, PhD,Denise M. Dupras, MD, PhD, Patricia J. Erwin, MLS, and Victor M. Montori, MD, MSc
Abstract
PurposeA recent systematic review (2008)described the effectiveness of Internet-based learning (IBL) in healthprofessions education. Acomprehensive synthesis of researchinvestigating how to improve IBL isneeded. This systematic review soughtto provide such a synthesis.
MethodThe authors searched MEDLINE, CINAHL,EMBASE, Web of Science, Scopus, ERIC,TimeLit, and the University of TorontoResearch and Development ResourceBase for articles published from 1990through November 2008. They includedall studies quantifying the effect of IBLcompared with another Internet-based orcomputer-assisted instructional
intervention on practicing and studentphysicians, nurses, pharmacists, dentists,and other health professionals. Reviewersworking independently and in duplicateabstracted information, coded studyquality, and grouped studies accordingto inductively identified themes.
ResultsFrom 2,705 articles, the authorsidentified 51 eligible studies, including30 randomized trials. The pooled effectsize (ES) for learning outcomes in 15studies investigating high versus lowinteractivity was 0.27 (95% confidenceinterval, 0.08–0.46; P � .006). Alsoassociated with higher learning werepractice exercises (ES 0.40 [0.08–0.71;P � .01]; 10 studies), feedback (ES 0.68[0.01–1.35; P � .047]; 2 studies), and
repetition of study material (ES 0.19[0.09–0.30; P � .001]; 2 studies). TheES was 0.26 (�0.62 to 1.13; P � .57)for three studies examining onlinediscussion. Inconsistency was large(I2 �89%) in most analyses. Meta-analyses for other themes generallyyielded imprecise results.
ConclusionsInteractivity, practice exercises,repetition, and feedback seem to beassociated with improved learningoutcomes, although inconsistency acrossstudies tempers conclusions. Evidence forother instructional variations remainsinconclusive.
Acad Med. 2010; 85:909–922.
Internet-based medical education hasproliferated rapidly since the advent ofthe World Wide Web in 1991. Potentialadvantages of Internet-based learning
(IBL) over other instructional methodsinclude flexibility in time and locationof learning, economies of scale,facilitation of novel instructionalmethods, and the potential topersonalize instruction to individualneeds.1–3 Hundreds of publishedarticles have described and evaluatedthe use of IBL in health professionseducation.4
Educators need evidence-based guidanceon how to develop effective IBL.3 Over200 studies have reported the results ofcomparing IBL either with nointervention or with traditional(noncomputer) instructional methods inhealth professions education.4 In aprevious report (2008),4 we sought toidentify salient principles regarding whenand how to use IBL. While that meta-analysis supported the effectiveness ofIBL, the evidence did not clearly identifyprinciples to guide futureimplementations. Previous reviews haveencountered similar limitations.5–8
An alternative approach to identifyingevidence-based principles involves directcomparisons of one Internet-basedintervention against another.9 –13
Evidence from such studies, if properlyreviewed and synthesized, could informdecisions on when and how to effectivelyuse IBL. We are not aware of previoussystematic reviews addressing thesequestions.
In the present study, we sought toidentify and quantitatively summarize allstudies involving health professionslearners that compared IBL with anothercomputer-based instructional format. Wefocused our review on health professionslearners because— even if fundamental
Dr. Cook is associate professor of medicine anddirector, Office of Education Research, College ofMedicine, Mayo Clinic, Rochester, Minnesota.
Dr. Levinson is associate professor of psychiatryand director, Division of e-Learning Innovation,McMaster University, Hamilton, Ontario, Canada.
Dr. Garside is associate professor of psychiatry andassociate director, Division of e-Learning Innovation,McMaster University, Hamilton, Ontario, Canada.
Dr. Dupras is assistant professor of medicine, Collegeof Medicine, Mayo Clinic, Rochester, Minnesota.
Ms. Erwin is assistant professor of medicaleducation, College of Medicine, Mayo Clinic,Rochester, Minnesota.
Dr. Montori is professor of medicine and director,Knowledge and Encounter Research Unit, College ofMedicine, Mayo Clinic, Rochester, Minnesota.
Correspondence should be addressed to Dr. Cook,Division of General Internal Medicine, Mayo ClinicCollege of Medicine, Baldwin 4-A, 200 First StreetSW, Rochester, MN 55905; telephone: (507) 266-4156; fax: (507) 284-5370; e-mail:([email protected]).
Supplemental digital content is available for thisarticle. Direct URL citations appear in the printedtext; simply type the URL address into any Webbrowser to access this content. Clickable links tothe material are provided in the HTML text andPDF of this article on the journal’s Web site(www.academicmedicine.org).
Academic Medicine, Vol. 85, No. 5 / May 2010 909
principles of learning apply broadly—thetopics, learning objectives, and learners inhealth professions education vary fromother fields of study.
Method
We planned, conducted, and reportedthis review in adherence to standards ofquality for reporting meta-analyses(QUOROM and MOOSE).14,15
Question
We sought to answer the followingquestion: “What characteristics of IBLinterventions, as compared with othercomputer-based interventions, areassociated with improved outcomes inhealth professions learners?”
Study eligibility
We included studies published in anylanguage that investigated use of theInternet, in comparison with anothercomputer-based intervention, to teachhealth professions learners at any stage intraining or practice, using the Kirkpatrickoutcomes16 of (1) satisfaction, (2)knowledge or attitudes, (3) skills (in a testsetting), and (4) behaviors (in practice)or effects on patients.
Definitions of key variables (e.g.,cognitive interactivity) have been detailedpreviously.4 We defined healthprofessions learners as students,postgraduate trainees (i.e., residents orfellows), or practitioners in a professiondirectly related to human or animalhealth, including physicians, nurses,pharmacists, dentists, veterinarians, andphysical therapists. We defined IBL ascomputer-assisted instruction3 using theInternet or a local intranet as the meansof delivery. This included Internet-basedtutorials, virtual patients, discussionboards, e-mail, and Internet-mediatedvideoconferencing.
We excluded studies if all of thecomputer interventions investigatedresided only on the client computer orCD-ROM or if the use of the Internet waslimited to administrative or secretarialpurposes. We also excluded studies thatdid not report outcomes of interest orwere published only in abstract form.
Study identification
We described our search strategy(Supplemental Digital Content, Box 1,http://links.lww.com/ACADMED/A14)
previously.4 Briefly, one of us (P.J.E.), asenior reference librarian with expertisein systematic reviews, designed a strategyto search MEDLINE, CINAHL, EMBASE,Web of Science, Scopus, ERIC, TimeLit,and the University of Toronto Researchand Development Resource Base. Searchterms included words defining deliveryconcepts (such as Internet, Web, e-learning, and computer-assistedinstruction) and participantcharacteristics (such as “education,professional,” “students, healthoccupations,” and “internship andresidency”). Because the World WideWeb was first described in 1991, oursearch included all articles published afterJanuary 1, 1990. The last search date wasNovember 17, 2008. We identifiedadditional studies both by scanningauthors’ files and previous reviews and byhand searching the reference lists of allincluded articles.
Study selection
Four of us (D.A.C., A.J.L., D.M.D., andS.G.), working independently and induplicate, screened all titles and abstractsto determine whether we should includean article. In the event of disagreement orinsufficient information in the abstract,we reviewed the full text, againindependently and in duplicate. Weresolved conflicts by consensus. Chance-adjusted interrater agreement for studyinclusion, determined using intraclasscorrelation coefficient17 (ICC), was 0.73.
Data extraction
We developed a data abstraction formthrough iterative testing and revision. Weabstracted data independently and induplicate for all variables requiringreviewers’ judgment. We determinedinterrater agreement using ICC, and weresolved conflicts by consensus.
We abstracted the following information:
• number and training level of learners,
• topic,
• study design: presence of pretest (ICC:0.84), number of groups (ICC: 0.97),and method of group assignment (ICC:1.0),
• course length (ICC: 0.70),
• level of cognitive interactivity (low,moderate, high; ICC: 0.71),
• quantity of practice exercises (absent,few, many; ICC: 0.84),
• outcome assessment method(subjective/objective; ICC: 0.79), and
• quantitative outcome results (meanand standard deviation [SD], or otherinformation for calculating effect size[ES]).
When articles contained insufficientoutcomes data, we requested thisinformation from authors.
Desiring to use a common quality metricfor both randomized and observationalstudies, we abstracted information onmethodological quality using anadaptation of the Newcastle–Ottawa scalefor grading cohort studies.4,18 We ratedthe following:
• representativeness of the interventiongroup (ICC: 0.47),
• selection of the control group (ICC:0.93),
• comparability of cohorts: eitherstatistical adjustment for baselinecharacteristics in nonrandomizedstudies (ICC: 0.34) or randomization(ICC: 1.0) and allocation concealmentfor randomized studies (ICC: 0.38),
• blinding of outcome assessment (ICC:0.54), and
• completeness of follow-up (ICC: 0.71).
Three of us (D.A.C, A.J.L., and S.G.)iteratively reviewed all articles toinductively identify themes among theresearch questions or research hypothesesand to achieve consensus on definitions(Table 1). Then, working firstindependently and then by consensus, we(again D.A.C, A.J.L, and S.G.) groupedeach study by research theme.
Data synthesis
We abstracted information separately foroutcomes of satisfaction, knowledge,skills, and behaviors/patient effects. Weconverted means and SDs or odds ratiosto standardized mean differences(Hedges’ g effect sizes).19 –22 Whensufficient data were unavailable, we usedtests of significance (e.g., P values) toback-calculate ESs using standardformulae.23 For crossover studies, weused (1) means or exact statistical testresults adjusted for repeated measures or,if these were not available, (2) meanspooled across each intervention.22,24 Fortwo-group pretest–posttest studies, weused (1) posttest means or exact
Internet-Based Learning: Systematic Review
Academic Medicine, Vol. 85, No. 5 / May 2010910
Table 1Research Themes Addressed by Studies Included in a Systematic Review ofInternet-based Instruction*
Theme Operational definitionNo. of
studies†
Interactivity: High versus low Compared different levels of cognitive engagement, such as varying the number ofself-assessment questions, adding interactive models, or including thought-stimulatingactivities. Although online discussion would likely enhance interactivity, online discussionalone did not count (i.e., was coded separately).
15
...................................................................................................................................................................................................................................................................................................................Feedback versus no feedback Compared providing feedback versus no feedback. Studies comparing questions and
feedback versus no questions/no feedback (i.e., did not isolate the effect of feedback)were not coded as “yes, feedback” but are nonetheless noted in Table 2.
2 (8‡)
...................................................................................................................................................................................................................................................................................................................Configuration comparison Compared alternate, Internet-based learning systems or interfaces. 8...................................................................................................................................................................................................................................................................................................................Discussion versus no discussion Compared courses that provided for interactions using synchronous or asynchronous
online communication, such as discussion board, e-mail, chat, or Internet conferencing,versus courses with no online communication.
7
...................................................................................................................................................................................................................................................................................................................Patient cases versus no cases Compared the presence/absence of patient cases. No studies completely isolated this
effect (i.e., other features changed as well between the two interventions).0 (4‡)
...................................................................................................................................................................................................................................................................................................................Enhanced to promote participation versusunenhanced
Compared strategies specifically designed and intended to promote greater participationin a course versus courses without such strategies
4
...................................................................................................................................................................................................................................................................................................................Games or simulation versus didactic Compared inductive learning through the use of games and simulations versus learning
through traditional (sequential) presentation of information. Interactive patient scenariosused to introduce otherwise sequential instruction were counted only under “Patientcases.”
3
...................................................................................................................................................................................................................................................................................................................Synthesized information versus existinginformation
Compared information synthesized by the instructor (e.g., a specially prepared e-mail orWeb page) versus access to existing information (e.g., publicly available Web page).
3
...................................................................................................................................................................................................................................................................................................................Adaptive versus nonadaptive navigation Compared instructional designs that substantially altered the course progression in
response to learner characteristics or prior performance versus nonadaptive courses2
...................................................................................................................................................................................................................................................................................................................Audio in discussion Compared written text discussion (i.e., Internet chat) versus auditory discussion
(i.e., videoconference).2
...................................................................................................................................................................................................................................................................................................................Audio in tutorial Compared Internet-based tutorials with versus those without auditory information (audio
versus written text for online discussions was coded separately).2
...................................................................................................................................................................................................................................................................................................................Blended online and face-to-face versus onlineonly
Compared blended instructional formats (online and face-to-face) versus online-onlyformats.
2
...................................................................................................................................................................................................................................................................................................................Repetition of material versus no repetition Compared repeated experience with learning material (e.g., e-mails with identical
information sent multiple times) versus no repetition.2
...................................................................................................................................................................................................................................................................................................................Spacing of material versus no spacing Compared spacing the presentation of learning materials over time versus presenting all
material at once. This is different than repetition: In spacing, less information is presentedat a given time and the total amount of information is kept constant (only the timing ofpresentation changes); in repetition, the same information is presented multiple times.
2
...................................................................................................................................................................................................................................................................................................................Active versus reflective questions Compared self-assessment study questions designed to facilitate active (multiple-choice,
single best answer) versus reflective (open-ended, no best solution) cognitiveengagement.
1
...................................................................................................................................................................................................................................................................................................................Animations versus static images Compared courses enhanced with animations versus courses using static images 1...................................................................................................................................................................................................................................................................................................................Case-first versus didactic-first Compared Internet-based learning tutorials starting with case-based questions and then
didactic information presented as feedback versus didactic information presented firstfollowed by case-based questions.
1
...................................................................................................................................................................................................................................................................................................................Embedded e-mail text versus link to text Compared learning content embedded in e-mail text (“push” information) versus
learning content residing on Web page accessed via link provided in e-mail(“pull” information).
1
...................................................................................................................................................................................................................................................................................................................Synchronous versus asynchronous learning Compared simultaneous interaction between two or more course participants over the
Internet (e.g., chat, live videoconference) versus nonsimultaneous versions of similarmaterial (e.g., discussion board, archived lecture).
1
...................................................................................................................................................................................................................................................................................................................Three-dimensional model Compared presence versus absence of a three-dimensional model. 1...................................................................................................................................................................................................................................................................................................................Timing of discussion live versus delayed Compared discussion occurring during versus after an Internet-mediated lecture. 1...................................................................................................................................................................................................................................................................................................................Video clips versus none Compared courses enhanced with video clips versus no video clips 1
* Themes were inductively developed through iterative review of included studies. The interventions inconfounded studies varied by more than one feature, precluding isolation of this effect.
† Number of studies investigating this as a study theme.‡ Confounded.
Internet-Based Learning: Systematic Review
Academic Medicine, Vol. 85, No. 5 / May 2010 911
statistical test results adjusted for pretestor, if these were not available, (2)differences in change scores standardizedusing pretest variance. If neither P valuesnor any measures of variance werereported, we used the average SD from allother included studies.
Because we anticipated largeinconsistency (heterogeneity), we usedrandom-effects models to pool weightedESs across studies within researchthemes. We used the I2 statistic25 toquantify inconsistency across studies. I2
estimates the percentage of variabilityacross studies that is not due to chance;values greater than 50% indicate largeinconsistency. We conducted meta-analyses to pool study results for allthemes addressed by two or more studies,except where reviewers agreed that theimplementations of that theme were toodissimilar. In addition to the inductivelyidentified themes, we coded the level ofcognitive interactivity and quantity ofpractice exercises, and we performedmeta-analyses pooling the results ofstudies in which these codes variedbetween study arms. Some studiesappeared in more than one meta-analysis. For each meta-analysis, weevaluated separately outcomes ofsatisfaction and learning (i.e., knowledgeor—for the two studies not reportingknowledge—skills or behaviors). Too fewstudies reported skills and behaviors topermit meta-analysis using theseoutcomes alone. To explore therobustness of findings to synthesisassumptions, we conducted subgroupanalyses based on method of groupassignment and study quality.
We used StatsDirect 2.6.6 (Cheshire,United Kingdom) to pool ESs and SAS9.1 (Cary, North Carolina) to calculateICC. We defined statistical significanceby a two-sided alpha of .05.
Results
Trial flow
We identified 2,527 citations using oursearch strategy and an additional 178articles from scanning author files andreviewing reference lists. From these weidentified 369 potentially eligible articles(Figure 1), of which 51 reportedcomparisons between an Internet-basedintervention and other computer-assistedinstruction.26 –76 Eight of thesearticles29,31,33,34,38,39,50,64 also reported
comparisons with no intervention orwith a noncomputer intervention, andthese appeared in our previous systematicreview.4 Two of the studies we includedwere published online ahead of print.60,73
We contacted authors of 17 articles foradditional outcomes information andreceived information from 8. Oneotherwise eligible study32 containedinsufficient data to calculate an ES forany outcome, so we excluded it from ourfinal analysis. Four studies had more thantwo groups and/or used a factorial designto study more than one researchtheme.38,51,59,74 We included these studiesno more than once per meta-analysis.
Study characteristics
Table 2 summarizes key study features.The Internet-based courses addressed awide range of medical topics such aschest pain, geriatric psychiatry,electrocardiogram interpretation, math
skills, periodontology, communicationskills, and psychotherapy. A total of 8,416learners participated, including 3,290medical students, 1,504 postgraduatephysician trainees, 865 physicians inpractice, 303 nurses in training, 485practicing nurses, 153 dental students,151 pharmacists in training, 73practicing pharmacists, and 1,592 otherlearners (other allied health or mixedgroups). Of the 51 studies we included,most (38 [75%]) reported knowledgeoutcomes and 29 (57%) reportedsatisfaction, whereas only 4 (8%) reportedbehaviors or patient effects and 3 (6%)reported skills (See Table 2 andSupplemental Digital Content, Table 1,http://links.lww.com/ACADMED/A14).
Study quality
Table 3 summarizes the methodologicalquality of the included studies. Of the 51studies, 30 (59%) were randomized.Three of 38 (8%) knowledge assessments,
Potentially relevant studies identified and screened for retrieval (n=2,705) • 2,527 from database search • 178 from article reference lists and author files
Studies excluded, with reasons (n=1,613) • Not original research (n=462) • Not instruction predominantly via the Internet (n=950) • No quantitative comparison or qualitative data (n=101) • No health professions learners (n=100)
Studies retrieved for more detailed evaluation (n=1,092)
Potentially appropriate studies to be included in the review (n=369)
Studies excluded, with reasons (n=723) • Not original research (n=50) • Not instruction predominantly via the Internet (n=433) • No quantitative comparison or qualitative data (n=206) • No health professions learners (n=28) • Meeting abstract (n=6)
Studies excluded, with reasons (n=318) • No comparison with another computer-assisted
instruction intervention (n=265) • Qualitative outcomes only (n=35) • No relevant quantitative outcomes (n=8) • Duplicate publication (n=10)
Studies appropriate for inclusion in the review (n=51)
Studies withdrawn from meta-analyses: insufficient data for coding outcomes (n=1)
Studies included in meta-analyses (n=50)
Figure 1 Trial flow for a systematic review of Internet-based instruction.
Internet-Based Learning: Systematic Review
Academic Medicine, Vol. 85, No. 5 / May 2010912
Tabl
e2
Desc
rip
tio
no
fStu
die
sIn
clu
ded
ina
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em
ati
cR
evie
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tern
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stru
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n(N
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Firs
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tho
r,yearR
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ts†
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ical
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dy
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nC
om
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son
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rven
tio
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dy
them
e‡
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tco
mes§
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lan,
1996
26
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-PEv
iden
ce-b
ased
med
icin
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eas
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rono
usco
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atio
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stem
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Cha
n,19
9927
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ychi
atry
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rnet
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edm
odul
ew
ithon
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Papa
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928
108;
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2001
32
152;
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rnet
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uffy
,200
233
154;
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Teac
hing
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rnet
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scus
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icka
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ract
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Car
pent
er,2
0033
528
;MS-
C,M
D-G
,RN
-T,R
N-P
,D-T
,O
-P
Mot
ivat
iona
lin
terv
iew
ing
for
toba
cco
cess
atio
n
Inte
rnet
-bas
edtu
toria
lwith
clin
ical
scen
ario
s,qu
estio
ns,f
eedb
ack
Onl
ine
prac
tice
guid
elin
eI,
F(c
onf)
,PC
(con
f),S
IK
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Cha
o,20
0336
34;M
S-P
Dia
gnos
isof
mel
anom
aO
nlin
ele
arni
ngsy
stem
Link
toin
form
atio
npa
ges
onth
eIn
tern
etSI
K...
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
.Fr
ith,2
0033
717
4;RN
-TEC
Gin
terp
reta
tion
Inte
rnet
-bas
edtu
toria
land
onlin
eco
mm
unic
atio
nIn
tern
et-b
ased
tuto
rialo
nly
DS,
K...
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
.Le
mai
re,2
0033
839
4;RN
-P,O
-P,
Am
big
Phys
ical
reha
bilit
atio
nIn
tern
et-b
ased
mod
ule
CD
-RO
Mm
odul
eC
oS
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
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......
......
......
......
......
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......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Lem
aire
,200
338
(Com
paris
on2)
Inte
rnet
-bas
edm
odul
eC
onfe
renc
e(o
nlin
edi
scus
sion
)via
Inte
rnet
DS
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Maa
g,20
043
996
;RN
-TM
ath
skill
sM
ultim
edia
Inte
rnet
-bas
edm
odul
esw
ithca
se-b
ased
revi
ewqu
estio
nsan
dan
swer
sM
ultim
edia
,Int
erne
t-ba
sed
mod
ules
with
out
ques
tions
and
answ
ers
I,F
(con
f)S,
K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Mat
theo
s,20
044
052
;D-T
Perio
dont
olog
yIn
tern
et-b
ased
mod
ules
with
case
-bas
edes
say
ques
tions
with
requ
ired
resp
onse
Inte
rnet
-bas
edm
odul
esw
ithsa
me
case
sbu
top
tiona
llea
rner
resp
onse
I,F
(con
f)S,
K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Spic
kard
,200
441
59;M
S-C
Scre
enin
gpr
inci
ples
Inte
rnet
-bas
edle
ctur
ew
ithau
dio
Inte
rnet
-bas
edle
ctur
ew
ithou
tau
dio
AT
S,K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Virv
ou,2
0044
250
;MS-
PG
ener
alm
edic
alkn
owle
dge
Inte
rnet
educ
atio
nvi
am
obile
phon
eD
eskt
opve
rsio
nof
mod
ule
Co
S
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Alli
son,
2005
43
209;
MD
-PC
hlam
ydia
scre
enin
gM
ultic
ompo
nent
,Int
erne
t-ba
sed
mod
ule
with
feed
back
oncl
inic
alpr
actic
eTe
xt,I
nter
net-
base
dm
odul
eI,
F(c
onf)
B
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Beck
er,2
0054
415
3;O
-TIn
terd
isci
plin
ary
team
wor
kW
ebco
urse
with
extr
asu
ppor
tW
ebco
urse
with
out
extr
asu
ppor
tC
o,PP
S,K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Brun
etau
d,20
054
511
;MS-
CIn
flam
mat
ion
Virt
ualc
ampu
se-
lear
ning
man
agem
ent
syst
emW
ebse
rver
(no
form
alm
anag
emen
tsy
stem
)C
o,PP
S
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Muk
ohar
a,20
054
610
7;M
D-P
Gen
eral
inte
rnal
med
icin
eJo
urna
lart
icle
sum
mar
ies
via
e-m
ail
E-m
aill
ink
toon
line
reso
urce
SIS,
K,S
k,B
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Schi
ttek
Jand
a,20
054
728
;D-T
Han
dw
ashi
ngIn
tern
et-b
ased
mod
ule
cons
istin
gof
segm
ente
dvi
deo
clip
sIn
tern
et-b
ased
mod
ule
cons
istin
gof
one
cont
inuo
usvi
deo
clip
SpS,
K,S
k
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Blac
kmor
e,20
064
816
7;O
-TPs
ycho
ther
apy
Inte
rnet
-bas
edm
odul
ew
ithen
hanc
edon
line
colla
bora
tion
Inte
rnet
-bas
edm
odul
ew
ithm
inim
alon
line
colla
bora
tion
D,F
(con
f),
PPS
(Con
tinue
s)
Internet-Based Learning: Systematic Review
Academic Medicine, Vol. 85, No. 5 / May 2010 913
Tabl
e2
(Con
tinue
d)
Firs
tau
tho
r,yearR
ef
Part
icip
an
ts†
Med
ical
top
icStu
dy
inte
rven
tio
nC
om
pari
son
inte
rven
tio
nStu
dy
them
e‡
Ou
tco
mes§
Coo
k,20
0649
121;
MD
-GA
mbu
lato
rym
edic
ine
Inte
rnet
-bas
edm
odul
esw
ithqu
estio
nsan
dfe
edba
ckIn
tern
et-b
ased
mod
ules
with
out
ques
tions
orfe
edba
ckI,
F(c
onf)
S,K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Frie
dl,2
0065
019
5;M
S-C
Car
diov
ascu
lar
surg
ery
Inte
rnet
-bas
edm
odul
ew
ithca
se-b
ased
ques
tions
and
inte
ract
ive
task
sN
onin
tera
ctiv
e,In
tern
et-b
ased
mod
ule
G,I
,PC
(con
f)S,
K,B
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Kem
per,
2006
51
1267
;MD
-P,M
D-O
,RN
-P,P
-P,O
-T,O
-PD
ieta
rysu
pple
men
tsIn
tern
et-b
ased
mod
ule:
info
rmat
ion
spac
edov
ertim
eIn
tern
et-b
ased
mod
ule:
alli
nfor
mat
ion
aton
ceSp
S,K
,B
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Kem
per,
2006
51
(Fac
toria
l2)
Info
rmat
ion
embe
dded
ine-
mai
l(“p
ush”
)E-
mai
llin
kto
info
rmat
ion
onIn
tern
et(“
pull”
)E
S,K
,B
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Ker
foot
,200
652
693;
MS-
C,M
D-G
Syst
ems-
base
dpr
actic
eIn
tera
ctiv
e,In
tern
et-b
ased
mod
ule
Non
inte
ract
ive,
Inte
rnet
-bas
edm
odul
eI
K...
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
.Li
ttle
,200
653
33;R
N-T
Not
spec
ified
Inte
rnet
cour
sew
ithvo
ice-
over
-Inte
rnet
disc
ussi
onIn
tern
etco
urse
with
out
voic
e-ov
er-In
tern
etD
S...
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
.N
icho
lson
,200
654
61;M
S-P
Ear
anat
omy
Inte
rnet
-bas
edm
odul
esw
ithth
ree-
dim
ensi
onal
mod
elIn
tern
et-b
ased
mod
ules
with
out
thre
e-di
men
sion
alvi
ews
MK
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Rom
anov
,200
655
93;M
S-P
Med
ical
info
rmat
ics
Web
CT-
base
dIn
tern
et-b
ased
mod
ules
with
onlin
epe
erdi
scus
sion
and
self-
test
Iden
tical
,Int
erne
t-ba
sed
mod
ules
with
out
disc
ussi
onor
self-
test
Co
K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
....
Thom
pson
,20
065
664
;MS-
CC
ardi
olog
yan
dbi
oter
roris
mIn
tern
et-b
ased
mod
ule
with
case
sum
mar
yIn
tern
et-b
ased
mod
ule
with
out
sum
mar
yI
K
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
......
....
Al-R
awi,
2007
57
26;D
-TM
axill
ofac
ialC
Tin
terp
reta
tion
Inte
ract
ive
mod
ule
Stat
icPD
Fof
sim
ilar
cont
ent
IK
......
......
......
......
......
......
......
......
......
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......
......
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Bedn
ar,2
0075
821
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Ort
hodo
ntic
basi
cco
ncep
tsIn
tern
et-m
edia
ted
vide
ocon
fere
nce
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l-tim
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tern
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nce
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ayed
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ract
ion)
TS,
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k,20
0759
112;
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plem
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rym
edic
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rnet
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odul
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epr
ovid
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Coo
k,20
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(Fac
toria
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tions
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Heg
e,20
076
147
5;M
S-C
Inte
rnal
med
icin
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Ker
foot
,200
762
156;
MS-
CU
rolo
gyIn
tern
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ased
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edre
tent
ion
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tions
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rnet
-bas
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odul
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tre
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ion
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tions
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Ker
foot
,200
763
537;
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rolo
gySp
aced
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eate
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men
tqu
estio
nsal
lat
once
via
e-m
ail
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Mill
er,2
0076
426
;D-T
Ort
hodo
ntic
sV
ideo
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eren
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eren
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tern
etch
atdi
scus
sion
AD
S...
......
......
......
......
......
......
......
......
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......
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.M
orid
ani,
2007
65
151;
P-T
Phar
mac
ogen
etic
sA
sync
hron
ous
vide
ole
ctur
esSy
nchr
onou
svi
deoc
onfe
renc
ing
SAK
......
......
......
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......
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....
Ridg
way
,200
766
88;M
S-C
Surg
ery
Inte
rnet
slid
esho
ww
ithvo
ice
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rnet
slid
esho
ww
ithou
tvo
ice
AT
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Rom
anov
,200
767
122;
MS-
PM
edic
alin
form
atic
sBl
ende
dle
arni
ngw
ithvi
deo
clip
sBl
ende
dle
arni
ngw
ithou
tvi
deo
clip
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K...
......
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.Be
rger
on,2
0086
889
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big
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atio
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zard
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ical
trai
ning
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me
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ew
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tent
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ition
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Cam
pbel
l,20
086
911
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Coo
k,20
0870
124;
MD
-GA
mbu
lato
rym
edic
ine
Inte
ract
ive
Web
mod
ules
with
addi
tiona
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plex
patie
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eW
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odul
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ario
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onf)
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Coo
k,20
0871
124;
MD
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mbu
lato
rym
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Ada
ptiv
eW
ebm
odul
esSt
anda
rdW
ebm
odul
esA
NS,
K (Con
tinue
s)
Internet-Based Learning: Systematic Review
Academic Medicine, Vol. 85, No. 5 / May 2010914
one of three (33%) skills assessments, andtwo of four (50%) assessments ofbehavior or patient effects used self-report measures. Two studies comparedcourse completion rates as a measure ofsatisfaction51,61; all other studies usedself-reported satisfaction. Fifteen (52%)of the 29 studies assessing satisfaction, 12(32%) of the 38 studies assessingknowledge, 1 (33%) of the 3 studiesassessing skills, and 1 (25%) of the 4studies assessing behaviors and patienteffects lost more than 25% of participantsfrom the time of enrollment, or theyfailed to report follow-up. Quality scores(the number of quality criteria present; 6points maximum) ranged from 0 to 6,with a mean of 3.3 (SD � 1.6).
Research themes
We identified 22 distinct research themes(Table 1). Figure 2 summarizes meta-analysis results for themes addressed by twoor more studies, as well as for studies inwhich the coded level of interactivity orpractice exercises varied between groups.The Supplemental Digital Content(http://links.lww.com/ACADMED/A14,Table 2) has additional analysis detailsincluding subgroup analyses and study-specific ESs. Further details of analysesare available from the authors on request.To illustrate how studies varied while stillfocusing on the same theme, we presentin the Supplemental Digital Content(http://links.lww.com/ACADMED/A14,Box 2) an in-depth examination of thetheories, conceptual frameworks, andinstructional methods for several studiesreflecting one theme.
We did not identify research themes forall coded elements. For example,although we found differences in thecoded quantity of practice exercises, wefound no studies designed to comparesuch differences. Similarly, we foundfewer studies hypothesizing differencesbetween levels of interactivity (n � 15)than we found with differences in ourcoding of this feature (n � 21).
Studies investigating interactivity
Fifteen studies compared different levels ofinteractivity,35,39,40,43,49,50,52,56,57,59,62,68,70,73,74
defined as cognitive (mental) engagementwith the course other than onlinediscussion (which we analyzed separately,see below). Course designers enhancedengagement using a range of tasks, asoutlined below (See also Table 2,Themes).Ta
ble
2(C
ontin
ued)
Firs
tau
tho
r,yearR
ef
Part
icip
an
ts†
Med
ical
top
icStu
dy
inte
rven
tio
nC
om
pari
son
inte
rven
tio
nStu
dy
them
e‡
Ou
tco
mes§
Ker
foot
,200
872
237;
MS-
CU
rolo
gySp
aced
/rep
eate
ded
ucat
ion
Web
trai
ning
mod
ules
RS,
K...
......
......
......
......
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......
......
......
......
......
......
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......
......
......
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......
......
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.K
opp,
2008
74
153;
MS-
CSe
cond
ary
hype
rten
sion
Web
mod
ule:
elab
orat
edfe
edba
ckW
ebm
odul
e:br
ief
feed
back
FK
......
......
......
......
......
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......
......
......
......
......
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......
......
......
......
......
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......
......
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......
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......
......
......
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......
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....
Kop
p,20
0874
(Fac
toria
l2)
Web
mod
ule:
inte
ntio
nalr
easo
ning
erro
rsW
ebm
odul
e:go
odcl
inic
alre
ason
ing
IK
......
......
......
......
......
......
......
......
......
......
......
......
......
......
......
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......
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......
......
......
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......
......
......
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......
......
....
Tunu
gunt
la,
2008
75
156;
MS-
PH
ome
safe
tyM
odul
ew
ithan
imat
ions
Mod
ule
with
stat
icgr
aphi
csA
SK
......
......
......
......
......
......
......
......
......
......
......
......
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......
......
......
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......
......
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......
......
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......
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......
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......
......
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......
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......
......
......
....
Wal
ker,
2008
76
120;
O-P
Inju
rypr
even
tion
Web
-bas
edfo
rmat
CD
-RO
Mfo
rmat
Co
S...
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.C
ook,
2009
60**
123;
MD
-GA
mbu
lato
rym
edic
ine
Inte
rnet
-bas
edm
odul
e:ca
sefir
stIn
tern
et-b
ased
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ule:
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ctic
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tp://
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Table 3Quality of Studies Included in a Systematic Review of Internet-Based Instruction(N � 51)*
First author,yearRef
Representativeinterventiongroup
Comparison groupselected from samecommunity Comparable cohorts
Blindedoutcomeassessment†
Follow-upadequate†
Kaplan, 199626
...................................................................................................................................................................................................................................................................................................................Chan, 199927 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Papa, 199928 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Schaad, 199929 Yes Yes Yes...................................................................................................................................................................................................................................................................................................................Scherly, 200030 Yes...................................................................................................................................................................................................................................................................................................................Bearman, 200131 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Fox, 200132 Yes Randomized...................................................................................................................................................................................................................................................................................................................Duffy, 200233 Yes Yes...................................................................................................................................................................................................................................................................................................................Jedlicka, 200234 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Carpenter, 200335 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Chao, 200336 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Frith, 200337 Yes Randomized, allocation
concealedYes
...................................................................................................................................................................................................................................................................................................................Lemaire, 200338 Yes Yes Yes...................................................................................................................................................................................................................................................................................................................Maag, 200439 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Mattheos, 200440 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Spickard, 200441 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Virvou, 200442 Yes...................................................................................................................................................................................................................................................................................................................Allison, 200543 Yes Randomized, allocation
concealedYes Yes
...................................................................................................................................................................................................................................................................................................................Becker, 200544 Yes...................................................................................................................................................................................................................................................................................................................Brunetaud, 200545 Yes Yes...................................................................................................................................................................................................................................................................................................................Mukohara, 200546 Yes Randomized, allocation
concealedYes
...................................................................................................................................................................................................................................................................................................................Schittek Janda,200547
Yes Yes Randomized Yes
...................................................................................................................................................................................................................................................................................................................Blackmore, 200648
...................................................................................................................................................................................................................................................................................................................Cook, 200649 Yes Yes Randomized, allocation
concealedYes Yes
...................................................................................................................................................................................................................................................................................................................Friedl, 200650 Yes Yes...................................................................................................................................................................................................................................................................................................................Kemper, 200651 Yes Randomized, allocation
concealedYes
...................................................................................................................................................................................................................................................................................................................Kerfoot, 200652 Yes Yes...................................................................................................................................................................................................................................................................................................................Little, 200653
...................................................................................................................................................................................................................................................................................................................Nicholson, 200654 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Romanov, 200655 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Thompson, 200656 Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Al-Rawi, 200757 Yes Randomized Yes...................................................................................................................................................................................................................................................................................................................Bednar, 200758 Yes Controlled for learning
outcomeYes
...................................................................................................................................................................................................................................................................................................................Cook, 200759 Yes Randomized, allocation
concealedYes Yes
...................................................................................................................................................................................................................................................................................................................Hege, 200761 Yes Yes...................................................................................................................................................................................................................................................................................................................Kerfoot, 200762 Yes Yes Randomized, allocation
concealedYes
...................................................................................................................................................................................................................................................................................................................Kerfoot, 200763 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Miller, 200764 Yes...................................................................................................................................................................................................................................................................................................................Moridani, 200765 Yes Yes Yes...................................................................................................................................................................................................................................................................................................................Ridgway, 200766 Yes Yes
(Continues)
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Eight of these studies explored the use ofquestions to enhance interactivity. Twoof three randomized trials that comparedthe use of self-assessment questionsversus no questions reported statisticallysignificantly higher knowledge test scoresfor modules with questions,49,62 while thethird reported no significant difference.39
Another randomized trial reportedsimilar outcomes whether or not learnerswere required to actively respond to thequestion.40 A fifth randomized trialcompared IBL modules with case-basedquestions and tailored feedback againstan online practice guideline withoutquestions and found significantimprovement in knowledge test scoresfor interactive IBL.35 Adding extraquestions before73 or after70 an Internet-based module that already containedseveral interactive questions did notsignificantly alter outcomes in tworandomized trials. Finally, anonrandomized study added case-basedquestions and learning tasks to anInternet-based course consisting of text,video clips, and interactive models andfound a nonsignificant associationbetween lower interactivity (noquestions) and higher knowledge testscores, but similar satisfaction ratings.50
Two randomized trials evaluated theeffect of actively summarizing
information. Creating a summary of apatient scenario improved knowledge testscores compared with not creating asummary.56 However, creating asummary of a tutorial’s didacticinformation did not improve knowledgetest scores in comparison with reviewingan instructor-prepared summary, andpreference was neutral.59
A small randomized trial found a modest(ES 0.57) but nonsignificant benefit ofInternet-based modules with self-evaluation, animations, and video incomparison with static PDFs of the sameinformation.57 Studying Internet-based,worked-example cases with intentionalerrors led to significantly improvedlearning outcomes (knowledge, skills, orbehaviors and patient effects) comparedwith cases without errors in anotherrandomized trial.74
Finally, three studies evaluated Internet-based tutorials with varying levels ofinteractivity, but the differences werepoorly defined. One randomized trialcompared a multicomponent modulewith tailored feedback on clinical practiceperformance against “flat-text Internet-based CME [continuing medicaleducation] modules,”43 while a crossoverstudy compared “interactive Web-basedmodules” with “noninteractive narrated
slide presentations.”52 Both foundsignificant improvements in learningoutcomes for the interactive group. Athird study with ambiguous design founda significant association betweenknowledge scores and use of aninteractive IBL game versusnoninteractive “traditional” computer-assisted instruction.68
For the 15 studies reporting learningoutcomes (knowledge, skills, or behaviorsand patient effects), the pooled ESfavoring interactivity was 0.27 (95%confidence interval [CI], 0.08 to 0.46;P � .006), I2 � 90%. Althoughstatistically significantly different from 0,this is considered a small effect.77 Sevenstudies investigating interactivityreported satisfaction outcomes, with apooled ES of 0.39 (95% CI, �0.12 to0.90; P � .13), I2 � 95%. Subgroupanalyses showed similar findings forhigh- and low-quality studies(Supplemental Digital Content, Table 2,http://links.lww.com/ACADMED/A14).
A second meta-analysis pooled data from21 studies in which the coded level ofinteractivity varied between studyarms.28 –30,33,35–37,39,40,47,49,50,52,54 –58,62,68,74
In this coding, learner tasks such aspractice exercises, information syntheses,essay assignments, and group
Table 3(Continued)
First author,yearRef
Representativeinterventiongroup
Comparison groupselected from samecommunity Comparable cohorts
Blindedoutcomeassessment†
Follow-upadequate†
Romanov, 200767 Yes Yes...................................................................................................................................................................................................................................................................................................................Bergeron, 200868 Yes Yes...................................................................................................................................................................................................................................................................................................................Campbell, 200869 Yes Yes Controlled for other Yes...................................................................................................................................................................................................................................................................................................................Cook, 200870 Yes Randomized, allocation
concealedYes
...................................................................................................................................................................................................................................................................................................................Cook, 200871 Yes Yes Randomized, allocation
concealedYes Yes
...................................................................................................................................................................................................................................................................................................................Kerfoot, 200872 Yes Yes Randomized Yes Yes...................................................................................................................................................................................................................................................................................................................Kopp, 200874 Yes Randomized Yes...................................................................................................................................................................................................................................................................................................................Tunuguntla, 200875 Yes Randomized Yes...................................................................................................................................................................................................................................................................................................................Walker, 200876 Yes Controlled for learning
outcome...................................................................................................................................................................................................................................................................................................................Cook, 200960‡ Yes Yes Randomized, allocation
concealedYes Yes
...................................................................................................................................................................................................................................................................................................................Kerfoot, 200973‡ Yes Randomized Yes Yes
* Quality was assessed using a modification of the Newcastle–Ottawa Scale.4,18 Each study could receive up to sixpoints (maximum two points for comparable cohorts; one point for other criteria). Blank cells indicate thisquality feature was missing (all cells for Kaplan, Blackmore, and Little are intentionally blank).
† Blinding and completeness of follow-up are reported as “yes” if this was true for any reported outcome.‡ The references on the table are sorted in order of year, then author name. The last two were published online in
2007 and 2008, respectively, but published in print editions in 2009.
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collaborative projects supported higherinteractivity levels. In this analysis, thepooled ES for learning was 0.53 (95% CI,0.33 to 0.73; P � .001), I2 � 89%. This isconsidered a medium-sized effect.77
Twelve of these studies evaluatedsatisfaction,29,34,37,39,40,47–50,53,58,62 with apooled ES of 0.31 (95% CI, �0.13 to0.74; P � .17), I2 � 92%.
Studies investigating practice exercises
Although not identified as a separateresearch theme, the study protocol specifiedcoding the quantity of practice exercises,and this rating varied between study armsfor 10 studies.27,29,35,39,43,49,50,55,57,62 Meta-analysis revealed a pooled ES of 0.40 (95%CI, 0.08 to 0.71; P � .01), I2 � 92%.Subgroup analyses demonstrated similarfindings for high- and low-quality studies(see Supplemental Digital Content, Table 2,http://links.lww.com/ACADMED/A14).For the five studies reporting satisfaction
outcomes, the pooled ES was 0.59 (95% CI,�0.10 to 1.27; P � .094), I2 � 95%.However, when including only randomizedtrials, this ES was statistically significantlydifferent from 0 (P � .005; seeSupplemental Digital Content, Table 2,http://links.lww.com/ACADMED/A14).
Studies investigating online discussion
Seven studies evaluated the impact ofonline discussion.27,29,32,37,38,48,53 Five ofthese used written asynchronous text-based discussion (e.g., discussion boardsor e-mail). Three randomized trialscompared Internet-based tutorials withand without online discussion.27,32,37
None of these three studies demonstrateda statistically significant effect on learningoutcomes, although students in one studynoted significantly higher satisfactionwith the online discussion format.37 Afourth study added a “virtual clinic” (inwhich students discussed patient cases
online) to an existing IBL activity. Acomparison with historical controlsobserved no association with courseratings but a significant association withhigher test scores.29 Finally, one studyaltered a course to promote greateronline collaboration and found greatersatisfaction among trainees comparedwith historical controls using a previouscourse in which online discussion wasless prominent.48
Two observational studies evaluated theaddition of live audio discussion toInternet-based courses withoutdiscussion. One used historicalcontrols,53 whereas the other allowedparticipants to self-select the presentationformat.38 Both studies found anassociation between live audio discussionand higher satisfaction.
For the three studies of online discussionto report learning outcomes, the pooledES was 0.26 (95% CI, �0.62 to 1.13; P �.57), I2 � 93%. In subgroup analyses, thepooled ES varied by study design (Pinteraction
�.001), with lower pooled ES for the tworandomized trials (�0.14) than for the lonenonrandomized study (1.01; seeSupplemental Digital Content, Table 2,http://links.lww.com/ACADMED/A14, fordetails). For the five studies reportingsatisfaction outcomes, the pooled ES was0.32 (95% CI, 0.14 to 0.51; P � .001) withI2 � 4% and similar effects for qualitysubgroups.
Studies investigating feedback
Two randomized studies28,74 examinedthe effects of feedback. One studycompared feedback with no feedback,28
whereas the other compared detailedfeedback versus providing only thecorrect answer.74 The results of bothstudies favored the more intensivefeedback option, with a pooled learningES of 0.68 (95% CI, 0.01–1.35; P � .047).
A number of other studies used feedbackas part of the instructional design, mostoften in conjunction with self-assessmentquestions35,39,40,49,59,70 but also regardingclinical practice performance43 andexplicit feedback from peers.48
Unfortunately, simultaneous changes inother instructional design features(confounding) precluded isolating theeffect of feedback in these studies.
Figure 2 Random-effects meta-analysis of different Internet-based instructional designs. All studygroupings reflect inductively identified research themes (Table 1), except those marked as“coded” which include studies for which the coded level of that feature (interactivity or practiceexercises) varied between groups; see text for details. Boxes represent the standardized effect size(Hedges’ g), and bars represent the 95% confidence interval (95% CI). The vertical line representsno effect. The pooled estimate is calculated using a random-effects model.
* I2 undefined for analyses with two studies.
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Studies investigating repetition andspacing
Several studies addressed the theme ofspacing (spreading a fixed amount ofinstruction over time) and repetition(repeating the same instructionalactivities multiple times). For spacing,one randomized trial comparedspreading 40 short IBL modules across 10weeks using e-mail, versus having all 40modules available in the first week.51 Thesmall benefits (ES 0.12 for bothknowledge test scores and coursecompletion rates) were not statisticallysignificant. Another randomized studycompared a video clip divided into eightsmall segments against the intact clip andfound statistically significantimprovements in knowledge test scores(ES 0.88) for the segmented (spaced)format, but there was no difference insatisfaction or skill ratings.47 We did notpool these results because theinterventions varied substantially.
Considering repetition, two randomizedtrials compared delivering studyquestions and answers via e-mail overseveral weeks and repeating eachquestion once72 or twice,63 againstnonspaced/repeated instruction (either aWeb-based module on the same topic,72
or the same questions/answers deliveredtogether on day 163). The pooled learningES was 0.19 (95% CI, 0.09–0.30; P � .001).
Studies investigating strategies topromote learner participation
Four observational studies evaluated waysto enhance learner participation inInternet-based courses, includingproviding printed course guides andenhanced technical support to courseparticipants,44 using a Web server insteadof a more complicated learningmanagement system,45 modifying thescreen appearance to promoteparticipation in online forums,48 andmaking the course a more integral part ofthe curriculum.61 All of theseinterventions were associated withimproved outcomes; however, because ofthe heterogeneity in approaches, we didnot pool these results.
Studies investigating audio
Two studies explored the use of audio inInternet-based tutorials. One randomizedstudy compared Internet-accessiblePowerPoint presentations using writtentext or an audio voice-over.41 Although
knowledge test scores did not differsignificantly between groups, the audiogroup reported significantly highersatisfaction. However, the audio formatalso took significantly longer to complete.The other study used a single-groupcrossover design in which half theInternet-accessible PowerPointpresentations had supplemental audioinformation that reinforced the text andencouraged further study. Thisintervention was associated withstatistically greater knowledge test scoresand satisfaction.66 Pooled analyses ofthese two studies revealed ESs favoringaudio of 1.26 (95% CI, �0.36 to 2.88;P � .13) for learning and 0.76 (95% CI �0.50 to 1.02; P � .001) for satisfaction.
Another two studies explored the use ofaudio in Internet-based communication.These crossover studies34,64 foundstatistically significantly greater preferencefor Internet-mediated videoconferencesover synchronous, online, text-based chatsessions, with a pooled ES of 1.15 (95% CI,0.15–2.15; P � .02).
Studies investigating instructor-synthesized information
Three randomized trials comparedinstructor-synthesized informationagainst existing information available onthe Internet. One study found asignificant benefit on knowledge testscores from an instructor-synthesizedseries of dermatologic images and brieftext.36 Another study found mixedresults, with no statistically significantdifferences for knowledge, skill, orbehavior scores, but a large, positiveeffect on satisfaction for the instructor-synthesized material.46 The third study,comparing IBL modules against an onlinepractice guideline, has already beendiscussed under Interactivity.35 Thepooled learning ES was 1.09 (95% CI,�0.20 to 2.39; P � .10), I2 � 96%.
Studies investigating games andsimulation
Three observational studies30,50,68
compared learning inductively fromgames or simulations versus learningfrom sequentially presented didacticmaterial, with results favoring didactic,50
favoring games,68 or showing nodifference.30 The pooled ES for learningoutcomes was 0.07 (95% CI, �0.55 to0.68; P � .83), I2 � 95%.
Studies investigating adaptivenavigation
Two randomized trials evaluatedInternet-based interventions that adaptedaccording to learner responses. Onecompared a “narrative” (adaptive) virtualpatient with a “problem-focused” virtualpatient31 and found evidence suggestingimproved communication skills for theadaptive format. The other71 testedlearners’ knowledge before presentinginformation and allowed learners to skipmodule sections if they answeredcorrectly. Although knowledge test scoresdid not significantly differ, the adaptiveformat required significantly less time.Because of the heterogeneity in researchthemes of these studies, we did not poolthese results.
Studies investigating blended learning
Two observational studies comparedInternet-only versus blended Internet/face-to-face courses. In one,33 thecombination of Internet-mediated andface-to-face discussion was associatedwith somewhat lower learning outcomesthan an Internet-only approach, butmultiple variables including culturaldifferences and language barriers betweenthe learner groups could havecontributed to this finding. In anotherstudy, students in an Internet-basedcourse could self-select Internet-based orface-to-face discussion groups.69 Thosechoosing Internet discussion had highercourse grades than those selectingface-to-face.
Other research themes
Eight studies26,38,42,44,45,55,61,76 compareddifferent computer-based learningconfigurations, and a number ofthemes were addressed by one studyeach. These are summarized in theSupplemental Digital Content, Box 3,http://links.lww.com/ACADMED/A14.
Discussion
This systematic review identified amodest number of studies investigatinghow to improve IBL by comparing oneInternet-based intervention with anothercomputer-based intervention. Thesestudies collectively explored a relativelylarge number of research themes.However, in most cases only a smallnumber of studies had investigated a givenresearch theme. Moreover, the operationaldefinitions of the interventions (and the
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differences between interventions) variedwidely from study to study even within agiven theme.
Pooled ESs for satisfaction and/orlearning outcomes (knowledge, skills, orbehaviors and patient effects) werepositive but small77 for associations withnearly all of the themes identified.However, the pooled estimates forsatisfaction differed significantly from 0only for associations with interactivity,online discussion, and use of audio forboth tutorials and online discussion,whereas estimates for learning differedsignificantly only for associations withinteractivity, practice exercises, feedback,and repetition. Inconsistency(heterogeneity) between studies was large(�89%) for all but online discussion andsatisfaction. These inconsistencies allowus to draw only weak inferences.
Limitations and strengths
Our review has several limitations. First,only a few studies investigated any givenresearch theme, precluding quantitativesynthesis of results in many instances.Second, even within a given theme, theconceptual definitions (e.g., whatconstitutes “interactivity”?), study andcomparison interventions, outcomes, andresearch methods varied. We emphasizedsimilarities when grouping studies, butwe acknowledge that importantdifferences may explain much of theobserved inconsistency among studies.78
The small number of studies precludedsubgroup analyses to explore thisheterogeneity. We did not use funnelplots to assess for publication biasbecause these are misleading in thepresence of large heterogeneity.79 Third,although some studies reflected highmethodological quality, the averagequality was relatively poor. However,analyses restricted to more rigorousstudies yielded similar findings in mostinstances. Fourth, many articles failed toreport key details of the interventions oroutcome measures. We obtained additionaloutcomes data from some but not allauthors. Finally, space limitations do notpermit a detailed review of the theories andframeworks that support each of thethemes identified. However, in ourSupplemental Digital Content we illustratethis foundation for one theme (Box 2,http://links.lww.com/ACADMED/A14).
Our review also has several strengths. Thequestion of how to improve IBL is timely
and of great importance to medicaleducators. To present a comprehensivesummary of evidence, we kept our scopebroad regarding learners, interventions,outcomes, and study design. Thesystematic literature search encompassedmultiple databases supplemented byhand searches and had few exclusioncriteria. We conducted all aspects of thereview process in duplicate, withacceptable reproducibility.
Comparison with previous reviews
In comparison with our recent reviewsidentifying 130 studies comparing IBLwith no intervention and 76 studiescomparing IBL with non-Internetmethods,4 the 51 studies identified in thisreview represent a relatively small body ofevidence. This is consistent with a reviewsummarizing only the type of study,which reported that only 1% of reviewedstudies on computer-assisted instructioncompared alternate, computer-basedinterventions.80
We are not aware of previous systematicreviews of studies comparing onecomputer-assisted instructionalintervention with another in healthprofessions education, although someprevious reviews included such studiesalong with no-intervention and media-comparative studies.81,82 Outside ofmedical education, authors haveprovided nonsystematic summaries83,84
and broadly focused reviews,6,85,86 butagain we are not aware of comprehensiveand methodologically rigorous synthesesfocusing on how to improve computer-assisted instruction. However, severalreviews5,6,87 and other authors9 –13 haveissued a call for more research of thistype, suggesting that the present reviewfills an unmet need.
Implications
The synthesized evidence suggests thatinteractivity, practice exercises,repetition, and feedback improvelearning outcomes and that interactivity,online discussion, and audio improvesatisfaction in IBL for healthprofessionals. Although educators shouldconsider incorporating these featureswhen designing IBL, the strength of theserecommendations is limited: We foundrelatively few studies; existing studiesaddress a diversity of themes; even withinthemes, the interventions and outcomesvary; study findings are inconsistent; and
methodological quality is relatively low.Clear guidance for practice will requireadditional research. Insights from outsidethe health professions may also be useful.84
To strengthen the evidence base,researchers must first come to agreementon what is being studied. Sharedconceptual and theoretical frameworks,consistent definitions for interventionsand comparison interventions, and theuse of common outcome measures mayhelp. Working from shared frameworks,interventions, and outcomes will permitreplication across learner groups anddifferent educational objectives. Thepresent summary and synthesis ofevidence, along with the research themesidentified, form a foundation for suchwork, and several of the included studiesprovide exemplary models to follow.
As has been documented previously,88
few studies addressed outcomes of skills,behaviors in practice, or effects on patientcare. Such outcomes would be desirablein future research.89,90 However,investigators should ensure thatoutcomes align with interventions,91 andthey might consider demonstratingeffects on applied knowledge and skillsbefore evaluating effects on higher-orderoutcomes.92
Finally, although the evidencesummarized here begins to inform thequestion, “How should we use IBL?” itlargely fails to address the question,“When should we use IBL?” Authors haveargued that these decisions are largelypragmatic, based on relative advantagesof the Internet over other instructionaldelivery systems.2 Evidence to guide thesedecisions will derive from studies,including qualitative analyses, designedto clarify relationships between potentialadvantages and specific topics, courseobjectives, and learner characteristics.13,93
Conclusions
Although existing evidence does notpermit strong recommendations foreducational practice, this review hashighlighted promising areas for futureresearch. Evidence will derive frommultiple sources, including randomizedand observational quantitative studiesand rigorous qualitative research. Clearconceptual frameworks, focused researchquestions, well-defined interventions,study methods appropriate to the
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question, and adherence to reportingstandards when disseminating results allwill help advance the science of IBL.
Acknowledgments: The authors thank MelanieLane, Mohamed Elamin, MBBS, and M. HassanMurad, MD, from the Knowledge and EncounterResearch Unit, Mayo Clinic, Rochester,Minnesota, for their assistance with dataextraction and meta-analysis planning andexecution, and Kathryn Trana, from the Divisionof General Internal Medicine, Mayo Clinic, forassistance in article acquisition and processing.
Funding/Support: This work was supported byintramural funds and a Mayo FoundationEducation Innovation award.
Other disclosures: Dr. Levinson is supported inpart through the John R. Evans Chair in HealthSciences Education Research.
Ethical approval: Because no human participantswere involved, this study did not require ethicalapproval.
Previous presentations: Select portions of theseresults were presented in symposia at the 2009meetings of MedBiquitous (April 29, 2009;Baltimore, Maryland), the Association of MedicalEducation in Europe (August 31, 2009; Malaga,Spain), and the Association of American MedicalColleges (November 9, 2009; Boston,Massachusetts).
Disclaimer: Dr. Cook had full access to all of thedata in the study and takes responsibility for theintegrity of the data and the accuracy of the dataanalysis.
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