Background

Despite the importance of pain management across specialties and the effect of poor management on patients, many physicians are uncomfortable managing pain. This may be related, in part, to deficits in graduate medical education (GME).

Objective

We sought to evaluate the methodological rigor of and summarize findings from literature on GME interventions targeting acute and chronic non-cancer pain management.

Methods

We conducted a systematic review by searching PubMed, MedEdPORTAL, and ERIC (Education Resources Information Center) to identify studies published before March 2019 that had a focus on non-cancer pain management, majority of GME learners, defined educational intervention, and reported outcome. Quality of design was assessed with the Medical Education Research Study Quality Instrument (MERSQI) and Newcastle-Ottawa Scale–Education (NOS-E). One author summarized educational foci and methods.

Results

The original search yielded 6149 studies; 26 met inclusion criteria. Mean MERSQI score was 11.6 (SD 2.29) of a maximum 18; mean NOS-E score was 2.60 (SD 1.22) out of 6. Most studies employed a single group, pretest-posttest design (n=16, 64%). Outcomes varied: 6 (24%) evaluated reactions (Kirkpatrick level 1), 12 (48%) evaluated learner knowledge (level 2), 5 (20%) evaluated behavior (level 3), and 2 (8%) evaluated patient outcomes (level 4). Interventions commonly focused on chronic pain (n=18, 69%) and employed traditional lectures (n=16, 62%) and case-based learning (n=14, 54%).

Conclusions

Pain management education research in GME largely evaluated chronic pain management interventions by assessing learner reactions or knowledge at single sites.

One of the few pathologies shared among most medical specialties is pain: 20% to 50% of primary care patients present to clinic with chronic non-cancer pain,1,2  40% to 60% of emergency department visits are due to a pain-related chief complaint,3,4  and at least 80% of surgical patients have some degree of postoperative pain.5,6  Poor control of these painful syndromes is associated with poor patient outcomes, high morbidity, and increased costs to society.7-9  However, despite the clear importance of effectively managing pain, physician knowledge and comfort around pain management is alarmingly low.10,11 

Acute and chronic non-cancer pain management requires unique approaches that balance benefits of analgesia with potential risks, including opioid use disorder.12  One of the most highlighted issues of the last decade is the opioid epidemic, which is primarily a concern regarding opioid use disorder in patients without cancer pain.13,14  One cited contributing factor to the opioid epidemic is physician overprescription,15,16  which may, in part, be addressed through physician education.17,18  In recognition of the connection between undereducation, poor management, and overprescription, states have begun to mandate additional training in pain management as part of licensing requirements.19  In spite of these measures, a recent review of pain education in medical schools noted that US schools dedicate a median of only 9 hours to pain management, which has been critiqued as insufficient for addressing societal needs.20,21  Within graduate medical education (GME) programs, residents have reported feeling uncomfortable and unprepared to manage pain, at least partially due to undereducation.22-24 

In this study, we sought to examine pain management education within GME programs. Specifically, we aimed to (1) evaluate and appraise the literature on acute and chronic non-cancer pain management education as it currently exists in GME programs through an analysis of methodology and educational outcomes, and (2) summarize the educational methods and foci described in said literature.

Because the goal of our review was to assess and summarize research on pain management education in GME, we chose a systematic review, as this design allows for systematic identification and evaluation of all available literature. This study was executed in adherence to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA).25 

Literature Search

We searched PubMed, MedEdPORTAL, and ERIC (Education Resources Information Center) using variable terms to identify English-language articles published online before March 2019 that focused on educational interventions around acute and chronic pain management in GME. Our search terms included iterations and synonyms of our population (eg, residents, fellows, interns); intervention (eg, education, curricula, didactic); and topic (eg, pain management, opioids, analgesia). While the Population, Intervention, Comparison, Outcome (PICO) framework is commonly employed to structure a search strategy, we did not target a specific comparison group or outcome in order to keep our search as broad as possible. See the online supplementary data for full study protocol, including complete search terms.

Eligibility

In order to meet inclusion criteria for our review, studies had to have:

  1. A majority focus on non-cancer pain management education, defined as an intervention that focused ≥50% of time or content (as gathered from the studies) on pain management physiology, pharmacology, prescribing habits, or patient communication strategies.

  2. A learner base that was composed of a majority of GME learners, defined as a learner base with ≥50% medical residents and/or fellows.

  3. A structured, formal, educational intervention defined as a didactic session, group discussion, simulation, online module, written instruction, or tool.

  4. A reported outcome, defined as any structured evaluation of the implemented intervention.

Given the heterogeneity of educational studies targeting pain management, inclusion criteria were designed to allow for the broadest search possible. We chose to include only articles with outcomes in order to target interventions that had been implemented and studied as opposed to interventions that had only been crafted or proposed. Articles were excluded if they had a primary focus on cancer-related, end-of-life, or hospice pain management, as these categories of pain management weigh the risks of opioid use and opioid use disorder differently than in acute and chronic non-cancer pain management. We also excluded articles primarily focused on interventional and procedural analgesic techniques or substance use disorders as these fell outside the aims of the paper. Other reasons for exclusions were non-English-language articles, opinion pieces, and non-peer-reviewed literature.

Study Selection

Two study authors (Z.M., K.T.) independently reviewed all titles and abstracts and saved relevant studies using Zotero version 5.0.87 (Corporation for Digital Scholarship, Vienna, Virginia). In cases of disagreement, the full text was independently reviewed by both authors and reconsidered for inclusion. If the 2 authors continued to disagree, the full text was rereviewed, the article discussed, and consensus agreement was reached based on the predetermined inclusion/exclusion criteria. In cases of continued disagreement, a third and more senior author (A.P.) served as an arbitrator.

Data Collection

Study data were managed using REDCap version 9.5.24 hosted at the University of Chicago (Vanderbilt University, Nashville, Tennessee). We created a data extraction form (online supplementary data) that allowed for analysis based on the BEME (Best Evidence Medical Education) Collaboration26 ; this was piloted with 10 articles before use. Data extracted from the articles consisted of 3 domains: (1) Journal (name, Journal Citation Reports Impact Factor, SCImago Journal Rank); (2) Study characteristics (publication year, number, name, and location of participating institution[s]); and (3) Participant characteristics (number, level of training, and medical specialty).

One author (Z.M.) with expertise in medical education also collected educational characteristics of the included studies by examining methods, images, tables, and appendices. These data were then categorized by method and educational focus (online supplementary data). Given the nuances of this content, only the reviewer with a strong understanding of educational methods conducted this aspect of the review.

We assessed methodological quality using 2 separate instruments: the Medical Education Research Study Quality Instrument (MERSQI) and the Newcastle-Ottawa Scale–Education (NOS-E).

The MERSQI was designed to “measure the [methodological] quality of experimental, quasi-experimental, and observational studies.”27  The MERSQI is composed of 10 items reflecting 6 domains of research quality (study design, sampling, type of data, validity, data analysis, outcomes); it has demonstrated criterion validity as well as high inter- and intra-rater reliability across items.28 

The NOS-E was developed for “use in a meta-analysis of Internet-based education for health professionals” by modifying the Newcastle-Ottawa Scale, an instrument developed to assess the quality of comparative nonrandomized studies included in meta-analyses.29,30  The NOS-E evaluates 5 items: representativeness of the intervention group, selection of the comparison group, comparability of the groups, study retention, and blinding. NOS-E authors demonstrated high inter-rater reliability and as well as correlation with MERSQI scores.29 

The MERSQI and NOS-E are both designed to score methodological quality. The MERSQI, however, is slightly more objective and focuses on design, whereas the NOS-E focuses on procedure. The present study follows the suggestion by Cook et al that these tools should serve to complement one another in analysis of methodology.29 

Data Analysis

Two authors (Z.M., K.T.) independently scored each article using both the MERSQI and the NOS-E; these scores were used to calculate an initial intraclass correlation coefficient (ICC) between the 2 raters to evaluate reliability. Disagreements were resolved by consensus. Descriptive statistics, total scores, and subscale scores of the MERSQI and NOS-E were calculated using Excel version 16.16.21 (Microsoft Corp, Redmond, Washington) and R version 4.0.2 (R Foundation for Statistical Computing, Vienna, Austria).

The initial query yielded 6149 articles. Following our prespecified review process, we refined the search to 134 articles. These 134 articles were reviewed in full and resulted in 26 articles that met inclusion criteria (Figure).31-56  A senior author (A.P.) served as an arbitrator to determine inclusion eligibility for 6 articles in the final stage of review.

Figure

Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Flow Diagram

Note: PRISMA flow diagram of article search and selection process in a systematic review of the literature on pain management educational interventions in graduate medical education settings published through March 2019.25 

Figure

Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Flow Diagram

Note: PRISMA flow diagram of article search and selection process in a systematic review of the literature on pain management educational interventions in graduate medical education settings published through March 2019.25 

Close modal

Included articles were published between 1996 and 2019; 24 studies (92%) were published after 2000 and 17 (65%) published after 2009 (Table 1). One included study was published as a presentation given at a national conference.45  The rest were published in journals that ranged from regional to international and were related to GME, pain, and various specialties. The mean journal impact factor was 2.61 (SD 1.31) and the mean SCImago Journal Rank was 0.96 (SD 0.52). The most commonly represented fields were internal medicine (n=17, 65%), family medicine (n=4, 15%), pediatrics (n=4, 15%), surgical subspecialties (n=4, 15%), emergency medicine (n=3, 12%), and anesthesia (n=3, 12%). The majority of scholarship came from within the United States (n=24, 92%) and from institutions with a university affiliation (n=23, 88%). While our search terms were intended to capture all interventions within GME, we found only one study that included fellows.48  Only 2 papers (8%) described interventions delivered to faculty as well as residents.39,43 

Table 1

Characteristics of Studies in a Systematic Review of Pain Management Education in Graduate Medical Education (n=26)

Characteristics of Studies in a Systematic Review of Pain Management Education in Graduate Medical Education (n=26)
Characteristics of Studies in a Systematic Review of Pain Management Education in Graduate Medical Education (n=26)

Our review examined articles that described educational interventions directed toward acute and/or chronic non-cancer pain management. The majority (n=15, 58%) of included studies were focused solely on chronic pain management. Seven (27%) focused on acute pain and 3 (12%) had educational elements of both. There was one study (4%) that did not specify whether their education was directed toward acute or chronic pain management. Intervention lengths were highly variable across studies: the shortest intervention was a single 30-minute lecture, while the longest intervention was spread out over 1.5 years. The minority (n=7, 27%) took place over 1 month or longer. The most common educational methods were traditional lectures (n=16, 62%) and case-based learning (n=14, 54%). Four studies (15%) included use of pocket cards, and 3 studies (12%) provided a general resource kit. Four studies (17%) used standardized patients or OSCEs in their intervention; 3 (13%) incorporated small group learning. The majority (n=16, 62%) of studies implemented multiple methods.

The mean consensus MERSQI score was 11.6 (SD 2.33) out of a maximum of 18 (Table 2). Reliability for MERSQI scores was high (ICC=0.94, 95% CI 0.87-0.97). The most prevalent study design was a single group, pretest-posttest design (n=16, 64%). The majority of studies sampled from single institutions (n=21, 84%). Forty-eight percent (n=12) of articles had response rates greater than 75%. Some articles included content validity evidence for their evaluation instrument (n=12, 48%); however, few included internal structure (n=5, 20%) or relationships to other variables (n=3, 12%). Data analysis was appropriate in nearly all studies (n=24, 97%) and went beyond simple descriptive analyses in most (n=21, 84%). The most common study outcomes were post-intervention test scores, which evaluated effects of the intervention on learner knowledge (n=12, 48%), and post-intervention surveys, which examined learner satisfaction, perceptions, and/or attitudes (n=6, 24%). Five studies (20%) evaluated learner behaviors; most of these looked at changes in resident prescribing behavior. Only 2 studies (8%) evaluated patient or health care–centered outcomes; both tracked changes in patient pain scores before and after their interventions.

Table 2

Medical Education Research Study Quality Instrument (MERSQI) Results and Breakdown (n=25)

Medical Education Research Study Quality Instrument (MERSQI) Results and Breakdown (n=25)
Medical Education Research Study Quality Instrument (MERSQI) Results and Breakdown (n=25)

The mean consensus NOS-E score was 2.60 (SD 1.22) out of a maximum of 6 (Table 3); reviewers had an ICC of 0.93 (95% CI 0.83-0.97). The NOS-E representativeness domain is similar to the response rate domain of the MERSQI; as expected, the findings here are similar to the MERSQI with the majority (n=15, 60%) of studies having an intervention group that was very or somewhat representative of the average learner in the community. Few studies (n=4, 16%) had a comparison group from the same community of participants; the majority did not have a separate comparison group (n=19, 76%). Studies largely had retention rates that were unlikely to introduce bias per NOS-E definitions (n=21, 84%). The outcomes domain of the NOS-E is solely concerned with blinding; the majority of outcomes assessments were blinded (n=18, 72%). We were unable to calculate MERSQI and NOS-E scores for one included paper because it was published without sufficient detail (Table 4).34 

Table 3

Newcastle-Ottawa Scale–Education (NOS-E) Results and Breakdown (n=25)

Newcastle-Ottawa Scale–Education (NOS-E) Results and Breakdown (n=25)
Newcastle-Ottawa Scale–Education (NOS-E) Results and Breakdown (n=25)
Table 4

Medical Education Research Study Quality Instrument (MERSQI) and Newcastle-Ottawa Scale–Education (NOS-E) Breakdown by Article (n=25)

Medical Education Research Study Quality Instrument (MERSQI) and Newcastle-Ottawa Scale–Education (NOS-E) Breakdown by Article (n=25)
Medical Education Research Study Quality Instrument (MERSQI) and Newcastle-Ottawa Scale–Education (NOS-E) Breakdown by Article (n=25)

In this systematic review of acute and chronic non-cancer pain management education within GME, we found room for improvement largely related to study design and methodology. Most studies were conducted at a single site and assessed their interventions using outcomes at low Kirkpatrick levels.57  We also noted a preponderance of brief educational interventions mostly focused on chronic pain management.

As Cook and Reed suggest, insight into study quality can be attained by examining MERSQI and NOS-E domain scores.29  Specific domains of weakness noted were design, sampling, use of validity evidence, and outcomes. The majority of papers included in this review used a single group, pretest-posttest design. Only Sullivan et al used a multicenter randomized control design and resultingly had the highest total MERQSI score.42  Multi-institutional studies, though logistically harder, would strengthen study results. One way to ease the burden of performing multi-institutional studies is through the creation of collaborative research groups. One successful example of this is the Emergency Medicine Education Research Alliance, a network of researchers that collaborate to produce high-quality, multi-institutional research.58 

The outcomes domain of the MERSQI ties directly to Kirkpatrick's hierarchy for evaluation; the majority of the included studies assessed either learner reactions (level 1) or knowledge (level 2), but rarely learner behavior (level 3) or patient/health care outcomes (level 4).57  While this is an important finding and critique, it is not uncommon in the field of medical education; other reviews of education from various fields have made similar observations.59-62  Some have posited that these restricted outcomes measures are due to a lack of external funding for medical education research27 ; however, others argue that medical education researchers have the responsibility to aggressively pursue funding in order to evaluate high-level outcomes and push the field forward.63  It should be noted that, while higher Kirkpatrick's levels may seem inherently better as outcomes, low-level outcomes are still appropriate and useful in many contexts (ie, program evaluation, novel interventions).64 

Despite our inclusive search for both acute and chronic non-cancer pain management education, we found few interventions that focused on acute pain. While this undoubtedly reflects the urgency to address opioid utilization for chronic pain conditions, we feel that acute pain management education is equally important for patients and clinicians, especially in light of recent literature suggesting the mismanagement of acute pain may lead to long-term dependence and poor outcomes.15,65-69  While it was outside the scope of our review, we did note that a number of articles were excluded due to a focus on cancer-related pain or end-of-life care. Some principles of acute pain management may have been included in these articles.

The educational methods described in articles included in this review are encouraging. In choosing educational methods, Thomas et al offers 3 guidelines: (1) maintain congruence between objective and methods; (2) use multiple methods; and (3) choose methods that are feasible in terms of resources.70  Most included papers focused on cognitive objectives (ie, build the knowledge base of learners). Lectures and case-based learning, which were the most commonly employed educational methods, are well-suited to address these objectives.70  However, there are certainly behavioral and communicative aspects to pain management which are best targeted by supervised clinical experiences, role-playing, and the use of standardized patients70 ; these methods were employed by just 7 (29%) studies.

The timeline of the studies in this review are also of interest. While analgesia has always been an important aspect of patient care, pedagogical interest in this topic seems to have increased recently as a majority of papers included in our analysis were published after 2009. While this may be due to a number of factors, a key contributing factor may be the opioid epidemic: in the late 2000s, literature questioning the role of opioids in pain control began emerging and Purdue Pharma plead guilty to misbranding OxyContin.71,72  Another possible explanation for the recent surge in publications is the increasing emphasis on evidence-based medical education. Lim and Golub noted that the number of systematic reviews within GME increased from 2 between 1966 and 1974 to 373 between 1995 and 2004.73  While medical education research has existed for some time, over the last decades this field has been experiencing what one author called a “renaissance;” the growing literature on pain management education might be due in part to this evolution.74 

The geographic distribution of included studies in our review is also interesting. Medical education research is largely concentrated in Europe, North America, and Australia; however, we found only 2 non-US studies.75  This may be related to the mentioned opioid epidemic concentrated in the United States, but it may also reflect a limitation of our search strategy in that we neglected to include a large open access database run by the Association for Medical Education in Europe called MedEdPublish.

This study has several additional limitations. First, our literature search was limited to 3 databases. Though this permitted an extensive review, future studies could include additional databases and specifically should be inclusive of non-US-based databases. Further, our use of quantitative tools (ie, MERSQI, NOS-E) to assess methodological quality could have overlooked notable qualitative characteristics of study methods. However, we did not explicitly exclude qualitative work, and none of the articles included in our review were purely qualitative. There were a few papers that described curricular innovations and needs assessments in regard to pain management education, neither of which were included here but may offer insight into the state of pain management education.

Given the severity of the problem of undereducation around pain management, the ongoing opioid epidemic, and increased focus in methodologically sound medical education research, we call for more robust studies that might guide field-specific education. While the present study summarized educational methods, future work could evaluate which methods most effectively improve acute and chronic non-cancer pain management in GME. Additionally, future research on pain management in GME should strive to use more rigorous design, multi-institutional and/or interdepartmental sampling, and to target outcomes related to learner behavior or patient outcomes.

In this systematic review of acute and chronic non-cancer pain management education in GME, we found that a majority of studies evaluated chronic pain management educational interventions at single sites through an assessment of learner reactions or knowledge. Notably, despite pain management being a pervasive issue that is not restricted to internal medicine, there were few interventions from other fields.

The authors would like to thank Debra Werner for her support in executing our search.

1. 
Elliott
AM,
Smith
BH,
Penny
KI,
Smith
WC,
Chambers
WA.
The epidemiology of chronic pain in the community
.
Lancet Lond Engl
.
1999
;
354
(9186)
:
1248
1252
.
2. 
Gureje
O,
Von Korff
M,
Simon
GE,
Gater
R.
Persistent pain and well-being: a World Health Organization study in primary care
.
JAMA
.
1998
;
280
(2)
:
147
151
.
3. 
Cordell
WH,
Keene
KK,
Giles
BK,
Jones
JB,
Jones
JH,
Brizendine
EJ.
The high prevalence of pain in emergency medical care
.
Am J Emerg Med
.
2002
;
20
(3)
:
165
169
.
4. 
Pletcher
MJ,
Kertesz
SG,
Kohn
MA,
Gonzales
R.
Trends in opioid prescribing by race/ethnicity for patients seeking care in US emergency departments
.
JAMA
.
2008
;
299
(1)
:
70
78
.
5. 
Gan
TJ,
Habib
AS,
Miller
TE,
White
W,
Apfelbaum
JL.
Incidence, patient satisfaction, and perceptions of post-surgical pain: results from a US national survey
.
Curr Med Res Opin
.
2014
;
30
(1)
:
149
160
.
6. 
Institute of Medicine (US) Committee on Advancing Pain Research, Care, and Education.
Relieving Pain in America: A Blueprint for Transforming Prevention, Care, Education, and Research
.
National Academies Press (US)
;
2011
.
7. 
Gan
TJ.
Poorly controlled postoperative pain: prevalence, consequences, and prevention
.
J Pain Res
.
2017
;
10
:
2287
2298
.
8. 
Gaskin
DJ,
Richard
P.
The economic costs of pain in the United States
.
J Pain Off J Am Pain Soc
.
2012
;
13
(8)
:
715
724
.
9. 
Sinatra
R.
Causes and consequences of inadequate management of acute pain
.
Pain Med Malden Mass
.
2010
;
11
(12)
:
1859
1871
.
10. 
Lebovits
AH,
Florence
I,
Bathina
R,
Hunko
V,
Fox
MT,
Bramble
CY.
Pain knowledge and attitudes of healthcare providers: practice characteristic differences
.
Clin J Pain
.
1997
;
13
(3)
:
237
243
.
11. 
Upshur
CC,
Luckmann
RS,
Savageau
JA.
Primary care provider concerns about management of chronic pain in community clinic populations
.
J Gen Intern Med
.
2006
;
21
(6)
:
652
655
.
12. 
Chou
R,
Fanciullo
GJ,
Fine
PG,
et al
Clinical guidelines for the use of chronic opioid therapy in chronic noncancer pain
.
J Pain
.
2009
;
10
(2)
:
113
130.e22
.
13. 
Centers for Disease Control and Prevention.
Opioid Data Analysis and Resources
.
14. 
Singh
JA,
Cleveland
JD.
National U.S. time-trends in opioid use disorder hospitalizations and associated healthcare utilization and mortality
.
PLoS ONE
.
2020
;
15
(2)
.
15. 
Makary
MA,
Overton
HN,
Wang
P.
Overprescribing is major contributor to opioid crisis
.
BMJ
.
2017
;
j4792:
359
.
16. 
Hamnvik
OPR,
Alford
DP,
Ryan
CT,
Hardesty
IT,
Drazen
JM. NEJM
Knowledge+ Pain Management and Opioids—a new adaptive learning module
.
N Engl J Med
.
2019
;
380
(16)
:
1576
1577
.
17. 
Decosterd
I,
Hugli
O,
Tamchès
E,
et al
Oligoanalgesia in the emergency department: short-term beneficial effects of an education program on acute pain
.
Ann Emerg Med
.
2007
;
50
(4)
:
462
471
.
18. 
Hill
MV,
Stucke
RS,
McMahon
ML,
Beeman
JL,
Barth
RJ.
An educational intervention decreases opioid prescribing after general surgical operations
.
Ann Surg
.
2018
;
267
(3)
:
468
472
.
19. 
New York State.
Cuomo
A,
Zucker
H,
Dreslin
S.
Mandatory Prescriber Education Guidance
.
20. 
Mezei
L,
Murinson
BB.
Pain education in North American medical schools
.
J Pain
.
2011
;
12
(12)
:
1199
1208
.
21. 
Shipton
EE,
Bate
F,
Garrick
R,
Steketee
C,
Shipton
EA,
Visser
EJ.
Systematic review of pain medicine content, teaching, and assessment in medical school curricula internationally
.
Pain Ther
.
2018
;
7
(2)
:
139
161
.
22. 
Chaitowitz
M,
Tester
W,
Eiger
G.
Use of a comprehensive survey as a first step in addressing clinical competence of physicians-in-training in the management of pain
.
J Opioid Manag
.
2005
;
1
(2)
:
98
108
.
23. 
Yanni
LM,
Weaver
MF,
Johnson
BA,
Morgan
LA,
Harrington
SE,
Ketchum
JM.
Management of chronic nonmalignant pain: a needs assessment in an internal medicine resident continuity clinic
.
J Opioid Manag
.
2008
;
4
(4)
:
201
211
.
24. 
Yanni
LM,
McKinney-Ketchum
JL,
Harrington
SB,
et al
Preparation, confidence, and attitudes about chronic noncancer pain in graduate medical education
.
J Grad Med Educ
.
2010
;
2
(2)
:
260
268
.
25. 
Moher
D.
Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement
.
Ann Intern Med
.
2009
;
151
(4)
:
264
.
26. 
Hammick
M,
Dornan
T,
Steinert
Y.
Conducting a best evidence systematic review. Part 1: from idea to data coding. BEME Guide No. 13
.
Med Teach
.
2010
;
32
(1)
:
3
15
.
27. 
Reed
DA,
Cook
DA,
Beckman
TJ,
Levine
RB,
Kern
DE,
Wright
SM.
Association between funding and quality of published medical education research
.
JAMA
.
2007
;
298
(9)
:
1002
1009
.
28. 
Reed
DA,
Beckman
TJ,
Wright
SM,
Levine
RB,
Kern
DE,
Cook
DA.
Predictive validity evidence for Medical Education Research Study Quality Instrument Scores: quality of submissions to JGIM's medical education special issue
.
J Gen Intern Med
.
2008
;
23
(7)
:
903
907
.
29. 
Cook
DA,
Reed
DA.
Appraising the quality of medical education research methods: the Medical Education Research Study Quality Instrument and the Newcastle-Ottawa Scale-Education
.
Acad Med
.
2015
;
90
(8)
:
1067
1076
.
30. 
Cook
DA,
Levinson
AJ,
Garside
S,
Dupras
DM,
Erwin
PJ,
Montori
VM.
Internet-based learning in the health professions: a meta-analysis
.
JAMA
.
2008
;
300
(10)
:
1181
1196
.
31. 
Kumar
KL,
Joos
SK.
Teaching headache management to medicine residents
.
Headache
.
1996
;
36
(7)
:
446
447
.
32. 
Jones
JB.
Assessment of pain management skills in emergency medicine residents: the role of a pain education program
.
J Emerg Med
.
1999
;
17
(2)
:
349
354
.
33. 
Ury
WA,
Rahn
M,
Tolentino
V,
et al
Can a pain management and palliative care curriculum improve the opioid prescribing practices of medical residents?
J Gen Intern Med
.
2002
;
17
(8)
:
625
631
.
34. 
Brown
R,
Brown
R.
Primary care assessment & management of chronic non-cancer pain
.
MedEdPORTAL
.
2007
;
(3)
.
35. 
Chen
I,
Goodman
B,
Galicia-Castillo
M,
Quidgley-Nevares
A,
Krebs
M,
Gliva-McConvey
G.
The EVMS pain education initiative: a multifaceted approach to resident education
.
J Pain
.
2007
;
8
(2)
:
152
160
.
36. 
Roth
CS,
Burgess
DJ.
Changing residents' beliefs and concerns about treating chronic noncancer pain with opioids: evaluation of a pilot workshop
.
Pain Med
.
2008
;
9
(7)
:
890
902
.
37. 
Scott
E,
Borate
U,
Heitner
S,
Chaitowitz
M,
Tester
W,
Eiger
G.
Pain management practices by internal medicine residents—a comparison before and after educational and institutional interventions
.
Am J Hosp Palliat Care
.
2008
;
25
(6)
:
431
439
.
38. 
Gunderson
EW,
Coffin
PO,
Chang
N,
Polydorou
S,
Levin
FR.
The interface between substance abuse and chronic pain management in primary care: a curriculum for medical residents
.
Subst Abuse
.
2009
;
30
(3)
:
253
260
.
39. 
Yanni
LM,
Priestley
JW,
Schlesinger
JB,
Ketchum
JM,
Johnson
BA,
Harrington
SE.
Development of a comprehensive e-learning resource in pain management
.
Pain Med
.
2009
;
10
(1)
:
95
105
.
40. 
Elhwairis
H,
Reznich
CB.
An educational strategy for treating chronic, noncancer pain with opioids: a pilot test
.
J Pain
.
2010
;
11
(12)
:
1368
1375
.
41. 
Saroyan
JM,
Schechter
WS,
Tresgallo
ME,
et al
Balancing knowledge among resident specialties: lecture-based training and the OUCH card to treat children's pain
.
J Grad Med Educ
.
2010
;
2
(1)
:
73
80
.
42. 
Sullivan
MD,
Gaster
B,
Russo
J,
et al
Randomized trial of web-based training about opioid therapy for chronic pain
.
Clin J Pain
.
2010
;
26
(6)
:
512
517
.
43. 
Gugelmann
H,
Shofer
FS,
Meisel
ZF,
Perrone
J.
Multidisciplinary intervention decreases the use of opioid medication discharge packs from 2 urban EDs
.
Am J Emerg Med
.
2013
;
31
(9)
:
1343
1348
.
44. 
Akce
M,
Suneja
A,
Genord
C,
Singal
B,
Hopper
JA.
A multifactorial intervention for hospital opioid management
.
J Opioid Manag
.
2014
;
10
(5)
:
337
344
.
45. 
Horber
D,
Langenau
EE,
Kachur
E.
Teaching and Assessing Doctor-Patient Communication Using Remote Standardized Patients and SKYPE: Feedback from Medical Residents
.
Annual Meeting of the American Educational Research Association
.
Accessed January 10,
2022
.
46. 
Smith
CD.
A curriculum to address family medicine residents' skills in treating patients with chronic pain
.
Int J Psychiatry Med
.
2014
;
47
(4)
:
327
336
.
47. 
Alford
DP,
Carney
BL,
Brett
B,
Parish
SJ,
Jackson
AH.
Improving residents' safe opioid prescribing for chronic pain using an objective structured clinical examination
.
J Grad Med Educ
.
2016
;
8
(3)
:
390
397
.
48. 
Lester
P,
Remolana
R,
Sandhu
S,
Scott
J.
Road map for opioid management in the inpatient setting: a structured approach to opioid selection and titration
.
MedEdPORTAL
.
2016
;
(12)
.
49. 
Regunath
H,
Cochran
K,
Cornell
K,
et al
Is it painful to manage chronic pain? A cross-sectional study of physicians in-training in a university program
.
Mo Med
.
2016
;
113
(1)
:
72
78
.
50. 
Bakshi
SG,
Bhawalkar
P.
Role of WhatsApp-based discussions in improving residents' knowledge of post-operative pain management: a pilot study
.
Korean J Anesthesiol
.
2017
;
70
(5)
:
542
549
.
51. 
Holliday
S,
Hayes
C,
Dunlop
A,
et al
Protecting pain patients. The evaluation of a chronic pain educational intervention
.
Pain Med
.
2017
;
18
(12)
:
2306
2315
.
52. 
Ruff
AL,
Alford
DP,
Butler
R,
Isaacson
JH.
Training internal medicine residents to manage chronic pain and prescription opioid misuse
.
Subst Abuse
.
2017
;
38
(2)
:
200
204
.
53. 
Jacobs
ZG,
Elnicki
DM,
Perera
S,
Weiner
DK.
An e-learning module on chronic low back pain in older adults: effect on medical resident attitudes, confidence, knowledge, and clinical skills
.
Pain Med
.
2018
;
19
(6)
:
1112
1120
.
54. 
Nooromid
MJ,
Mansukhani
NA,
Deschner
BW,
et al
Surgical interns: preparedness for opioid prescribing before and after a training intervention
.
Am J Surg
.
2018
;
215
(2)
:
238
242
.
55. 
Vettese
T,
Thati
N,
Roxas
R.
Effective chronic pain management and responsible opioid prescribing: aligning a resident workshop to a protocol for improved outcomes
.
MedEdPORTAL
.
2018
;
(14)
.
56. 
Chiu
AS,
Ahle
SL,
Freedman-Weiss
MR,
Yoo
PS,
Pei
KY.
The impact of a curriculum on postoperative opioid prescribing for novice surgical trainees
.
Am J Surg
.
2019
;
217
(2)
:
228
232
.
57. 
Kirkpatrick
D.
Great ideas revisited. Techniques for evaluating training programs. revisiting Kirkpatrick's four-level model
.
Train Dev
.
1996
;
50
(1)
:
54
59
.
58. 
Williamson
K,
Lank
PM,
Hartman
N,
et al
The implementation of a national multifaceted emergency medicine resident wellness curriculum is not associated with changes in burnout
.
AEM Educ Train
.
2020
;
4
(2)
:
103
110
.
59. 
Reed
DA,
Beckman
TJ,
Wright
SM.
An assessment of the methodologic quality of medical education research studies published in The American Journal of Surgery
.
Am J Surg
.
2009
;
198
(3)
:
442
444
.
60. 
Kothari
D,
Gourevitch
MN,
Lee
JD,
et al
Undergraduate medical education in substance abuse: a review of the quality of the literature
.
Acad Med
.
2011
;
86
(1)
:
98
112
.
61. 
Akl
EA,
Pretorius
RW,
Sackett
K,
et al
The effect of educational games on medical students' learning outcomes: a systematic review: BEME Guide No 14
.
Med Teach
.
2010
;
32
(1)
:
16
27
.
62. 
Prystowsky
J,
Bordage
G.
An outcomes research perspective on medical education: the predominance of trainee assessment and satisfaction
.
Med Educ
.
2001
;
35
:
331
336
.
63. 
Chen
FM,
Bauchner
H,
Burstin
H.
A call for outcomes research in medical education
.
Acad Med
.
2004
;
79
(10)
:
955
960
.
64. 
Cook
D,
West
C.
Perspective: Reconsidering the focus on “outcomes research” in medical education—a cautionary note
.
Acad Med
.
2013
;
88
(2)
:
162
167
.
65. 
Barnett
ML,
Olenski
AR,
Jena
AB.
Opioid-prescribing patterns of emergency physicians and risk of long-term use
.
N Engl J Med
.
2017
;
376
(7)
:
663
673
.
66. 
Barrett
TW,
Bellew
SD.
What role has emergency medicine played in the opioid epidemic? Partner in crime or canary in the coal mine?: answers to the March 2018 Journal Club Questions
.
Ann Emerg Med
.
2018
;
72
(2)
:
214
221
.
67. 
Butler
MM,
Ancona
RM,
Beauchamp
GA,
et al
Emergency department prescription opioids as an initial exposure preceding addiction
.
Ann Emerg Med
.
2016
;
68
(2)
:
202
208
.
68. 
Friedman
BW,
Ochoa
LA,
Naeem
F,
et al
Opioid use during the six months after an emergency department visit for acute pain: a prospective cohort study
.
Ann Emerg Med
.
2020
;
75
(5)
:
578
586
.
69. 
Lyapustina
T,
Castillo
R,
Omaki
E,
et al
The contribution of the emergency department to opioid pain reliever misuse and diversion: a critical review
.
Pain Pract
.
2017
;
17
(8)
:
1097
1104
.
70. 
Thomas
PA,
Kern
DE,
Hughes
MT,
Chen
BY.
Curriculum Development for Medical Education: A Six-Step Approach
.
New York, NY
:
Springer Publishing Company
;
2015
.
71. 
Jones
MR,
Viswanath
O,
Peck
J,
Kaye
AD,
Gill
JS,
Simopoulos
TT.
A brief history of the opioid epidemic and strategies for pain medicine
.
Pain Ther
.
2018
;
7
(1)
:
13
21
.
72. 
Vila
H,
Smith
RA,
Augustyniak
MJ,
et al
The efficacy and safety of pain management before and after implementation of hospital-wide pain management standards: is patient safety compromised by treatment based solely on numerical pain ratings?
Anesth Analg
.
2005
;
101
(2)
:
474
.
73. 
Lim
JK,
Golub
RM.
Graduate medical education research in the 21st century and JAMA on call
.
JAMA
.
2004
;
292
(23)
:
2913
2915
.
74. 
Branch
WT,
Kern
DE.
An emerging renaissance in medical education
.
J Gen Intern Med
.
2004
;
19
(5)
:
606
609
.
75. 
Thomas
MP.
The geographic and topical landscape of medical education research
.
BMC Med Educ
.
2019
;
19
(1)
:
189
.

Author notes

Editor's Note: The online version of this article contains the protocol template and data extraction tools used in the study.

Funding: The authors report no external funding source for this study.

Competing Interests

Conflict of interest: The authors declare they have no competing interests.

Supplementary data