Abstract
To evaluate the effectiveness of case-based learning (CBL) versus alternate learning methods on learning competencies and student satisfaction among healthcare students. A systematic search of the PubMed, SCOPUS, CINAHL, and Cochrane CENTRAL databases was conducted from database inception to December 31, 2021. The grey literature, Google Scholar, and hand searching were also conducted. The keywords used were “case-based learning,” “case learning,” “traditional learning,” “problem-based learning,” “simulation-based learning,” “learning competenc*,” “competenc*,” “student satisfaction,” “satisfaction,” “medic*,” “dent*,” “nursing” “pharmac*,” “students,” “undergraduate,” “postgraduate,” and “clerkship.” Only studies comparing CBL methods with a control group or with an alternate learning method conducted on healthcare students were considered. The risk of bias was assessed independently by two reviewers. Data analysis was undertaken using RevMan 5.4. Twenty-two studies were included in the final review, of which 20 studies compared CBL with lecture-based learning (LBL) and two compared CBL with simulation-based learning. Pooled data demonstrated that critical thinking scores were significantly higher among those receiving CBL than those receiving LBL (standardized mean difference (SMD): 0.75, 95% confidence interval (95%CI): 0.21–1.29). Similarly, significantly greater scores for teamwork and communication were identified in the CBL group than in the LBL groups (SMD: 0.24; 95%CI: −0.19–0.66). However, no significant difference in knowledge and comprehension scores (SMD: 0.41; 95%CI: 0.20–0.62) and self-directed learning (SMD: 0.30; 95%CI: 0.10–0.49) was identified among those who received CBL compared to those who received LBL. Based on the results of this review, CBL has been identified as a superior teaching method as it significantly improves critical thinking, problem-solving, teamwork, and communication skills and enhances clinical skills development and student satisfaction. However, more rigorous RCTs are needed to underpin the available evidence.
Keywords: Case-based learning, didactic learning, health science education, medical education, simulation-based learning
Introduction
Education for healthcare students has transformed from traditional instructional models focused on lecture-based instruction to other pedagogical approaches, including problem-based and case-based learning (CBL). The conventional lecture-based instruction method concentrates on delivering the content and does not allow discussion or active student involvement.[1] In the traditional teaching method, little attention is given to problem-solving, collaborative learning, and lifelong learning strategies.[2] This makes students lose motivation and lack self-study ability, and the integration of curriculum and clinical work is insufficient to train students’ critical thinking. This method is less effective than other teaching strategies in practical application and critical thinking abilities.[3,4]
CBL is a pedagogical approach that aims to forge clear links between theoretical knowledge and clinical practice by engaging students with authentic clinical cases that contextualize knowledge and promote high-order competencies, including critical thinking.[5,6,7] Many disciplines, including business, science, education, humanities, and law, have incorporated a CBL approach to tertiary education.[8] CBL is learner-centered because students work collaboratively in small groups to solve the case. The teacher moves from the role of an expert to an expert guide, providing structure, direction, and advice rather than solutions.[7] Active participation from both students and educators supports knowledge and competency development, especially as the case reinforces the application of knowledge.
Despite the seemingly long history of CBL in healthcare disciplines, the delay in the widespread adoption of CBL in healthcare professional education needs to be highlighted.[9,10] The dominant model of healthcare professional education relies on clinical placement experience. Here the novice professional observes the expert professional and learns how to apply theoretical knowledge and skills in clinical practice. Reliance on peer teaching and practical exposure to a broad range of clinical situations while in the clinical setting are fraught with problems due to operational considerations outweighing teaching time, variable facilitator ability, and caseload at any particular time.[9] Moreover, undergraduate healthcare students cannot learn clinical judgment or reasoning through observation because the processes used by experienced or expert practitioners are not visible.[11,12,13] International reports suggest that inadequate clinical reasoning competence is part of the problem of “failure to rescue.”[14,15,16] There is a need to teach these higher-order skills to undergraduate healthcare students explicitly so that they are adequately prepared for clinical practice.[13,17]
Students are more likely to be engaged in this method, primarily when delivered in small groups and provided with constructive feedback. Second, teachers also had a positive attitude toward CBL, potentially leading to a productive classroom experience. Lastly, the combination of more engaged students and authentic cases suggests adequate knowledge and competency development in small-group learning.[5]
Results from a systematic review published in 2012,[5] which included 104 studies, indicated that the evidence base for CBL within healthcare undergraduate education was limited by the poor methodological quality of the majority (n = 81) of the studies, and the outcomes focused on the assessment of student reaction to CBL (n = 86). The review found that while healthcare students positively respond to CBL, the effect on learning outcomes, including improvements in knowledge and attitude, was limited to a few studies. The demands of modern healthcare and the current crisis created by the COVID-19 pandemic have reinforced the need to ensure that new graduate healthcare professionals are work-ready with higher-order skills. Following the publication of the initial systematic review in 2012,[5] numerous RCTs and non-RCTs have been published investigating the effect of CBL on learning competencies. The purpose of this present review is, therefore, to evaluate the effectiveness of CBL versus alternate learning methods on (1) learning competencies including critical thinking, knowledge and comprehension, self-directed learning, problem-solving, and clinical skill development, (2) teamwork and communication, and (3) student satisfaction among healthcare students.
Materials and Methods
The protocol for this review is registered in the PROSPERO database (CRD42021238214) and follows the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) reporting guidelines.[18] Digital databases of PubMed, SCOPUS, CINAHL, and Cochrane Library were searched for relevant studies published in English. In addition, the first 20 pages of Google Scholar were searched, and hand searching of five major education journals was performed. Studies published from inception until March 17, 2022, were included. Keywords/index terms used were “case-based learning,” “case learning,” “traditional learning,” “problem-based learning,” “simulation-based learning,” “learning competenc*,” “competenc*,” “student satisfaction,” “satisfaction,” “medic*,” “dent*,” “nursing” “pharmac*,” “students,” “undergraduate,” “postgraduate,” and “clerkship” [Supplementary File Tables S1-S4].
Table S1.
Search Strategy [Pubmed] search conducted on 31-12-2021
| Search | Query | Records Retrieved | ||
|---|---|---|---|---|
| #1 | “case based learning” | 799 | ||
| #2 | “CBL” | 4834 | ||
| #3 | “alternate learning” | 31,353 | ||
| #4 | “problem based learning” | 10,567 | ||
| #5 | “lecture based learning” | 134 | ||
| #6 | didactic lecture | 878 | ||
| #7 | competen* | 259,793 | ||
| #8 | “student satisfaction” | 1070 | ||
| #9 | “Medic*” | 10,798,846 | ||
| #10 | “Dent*” | 971,022 | ||
| #11 | “Nurs*” | 1,047,085 | ||
| #12 | “Pharma*” | 5,079,888 | ||
| #13 | #1OR#2 | 5498 | ||
| #14 | #3OR#4OR#5OR#6 | 15,582,504 | ||
| #15 | #7OR#8 | 8,154,512 | ||
| #16 | #9OR#10OR#11OR#12 | 9,953,156 | ||
| #17 | #13AND#14AND#15AND#16 | 280 |
Table S4.
Search Strategy [CINAHL] search conducted on 31-12-2021
| ID | Search | Records Retrieved | ||
|---|---|---|---|---|
| #1 | case based learning [mh] OR cbl | 4677 | ||
| #2 | Alternate learning [mh] OR Problem based learning [mh] OR lecture based learning [mh] OR didactic lecture [mh] | 32,989 | ||
| #3 | Competen*ORStudent satisfaction [mh] | 6,54,890 | ||
| #4 | Medic*OR Dent*OR Nurs*OR Pharma* | 12,675,96 | ||
| #5 | #1AND#2AND#3AND#4 | 172 |
Table S2.
Search Strategy [Cochrane CENTRAL] search conducted on 31-12-2021
| ID | Search | Records Retrieved | ||
|---|---|---|---|---|
| #1 | (“case based learning”or “CBL”) | 120 | ||
| #2 | (“alternate learning”or“problem based learning”or”lecture based learning”or didactic lecture) | 3971 | ||
| #3 | (competen*or”student satisfaction”) | 3998 | ||
| #4 | (“Medic*”or”Dent*”or“Nurs*”or“Pharma*”) | 1,772,897 | ||
| #5 | #1AND#2AND#3AND#4 | 5 |
Table S3.
Search Strategy [Scopus] search conducted on 31-12-2021
| ID | Search | Records Retrieved | ||
|---|---|---|---|---|
| #1 | TITLE-ABS-KEY ((“Case Based Learning”) OR (“CBL”)) | 8762 | ||
| #2 | TITLE-ABS-KEY ((“Alternate learning”) OR (“Problem based learning”) OR (“lecture based learning”) OR (“didactic lecture”) | 20,171 | ||
| #3 | TITLE-ABS-KEY ((“Competen*”) OR (“Student satisfaction”)) | 4,82,520 | ||
| #4 | TITLE-ABS-KEY ((“Medic*”) OR (“Dent*”) OR (“Nurs*”) or (“Pharma*”)) | 8,523,44 | ||
| #5 | #1AND#2AND#3AND#4 | 96 |
Eligibility criteria
Studies were included if they were either randomized control trials or quasi-experimental studies that compared CBL to alternate learning methods in undergraduate and postgraduate medicine, dental, nursing, and pharmacy students. Studies without a control group, pre-post-test surveys where groups act as self-control groups, and those that combined CBL with other methods were excluded.
Study selection
The COVIDENCE software was used to import studies, remove duplicates, screen studies, and record decisions.[19] Title and abstract screening and full-text screening of studies were done independently by two reviewers (BV and VK), and any conflict was resolved by discussion with the research team.
Data extraction and synthesis
Data extraction was undertaken independently by two reviewers (BK and VK) and was checked by all the reviewers. Data extracted included details of study design, stream of healthcare, sample size, details of CBL and alternate learning methods adopted, duration of intervention, instruments used to measure outcomes, and the following outcomes: 1) learning competencies, including critical thinking, knowledge, and comprehension, self-directed learning, problem solving and clinical skill development; (2) teamwork and communication; and (3) student satisfaction among healthcare students.
Meta-analysis was performed using RevMan software version 5.4.[20] For individual studies, where appropriate, the mean and standard deviation (SD) were extracted. The standardized mean difference (SMD) and 95% confidence interval (95%CI) were calculated as the measurement scale differed across trials. In addition, categorical data were extracted from each treatment group to calculate the odds ratio (OR) with its 95%CI. Data were pooled using the random-effects model, and the I2 test was used to assess heterogeneity. All pooled statistics were subjected to double data entry to ensure accuracy in data entry. Heterogeneity was considered substantial if I2 was >50%.[21] For quasi-experimental trials where statistical pooling was not possible, the findings have been presented in a narrative form.
Quality assessment
The methodological quality of individual studies was assessed independently by two reviewers using the Cochrane risk-of-bias tool for randomized trials (RoB 2),[22] RoB 2 cross-over trial checklist,[23] and the Risk Of Bias Non-Randomized Studies of Interventions (ROBINS-I).[24] Any discrepancies were resolved through discussion.
Results
Study selection
Following a systematic search, 553 studies were identified from databases, and 89 studies were retrieved from Google Scholar, hand searching, and grey literature. After removing duplicates (n = 155) and reviewing the titles and abstracts (n = 406), 81 papers were retrieved for potential inclusion. The full text could not be retrieved for seven studies. A review of the full texts resulted in a further 52 studies being excluded and 22 studies being included in the review [Figure 1]. The inter-rater reliability for the title and abstract screening and full-text screening was 0.61 and 0.65 (Cohen’s Kappa), respectively, indicating substantial agreement.
Figure 1.

PRISMA 2020 flowchart
Study characteristics
The 22 included studies comprised parallel-group randomized controlled trials (n = 7), cross-over randomized controlled trials (n = 2), parallel-group non-randomized trials (n = 10), and cross-over trials non-randomized trials (n = 3). Studies were undertaken in medical (12 studies, n = 2035), dentistry (3 studies, n = 239), nursing, (5 studies, n = 463), and pharmacy (2 studies, n = 730) students. The sample size in individual studies ranged from 40 to 582 [Table 1].
Table 1.
Characteristics of included studies
| Study | Specialty | Country | Case-based learning | Alternate Learning | Alternate Method | Duration of Intervention | Study Design | Outcome assessed | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cendan et al. (2011)[29] | Medicine | United States | 130 | 130 | LBL | 2 months, 2 hours per week | NRCT | TWC | ||||||||
| Du et al. (2013)[35] | Dental | China | 20 | 20 | LBL | Not specified | RCT | KC, SDL, PB, TWC, SS | ||||||||
| Lee et al. (2013)[47] | Medicine | Taiwan | 36 | 34 | LBL | 3 days | NRCT | SDL, TC | ||||||||
| Tayem et al. (2013)[30] | Medicine | Palestine | 68 | 68 | LBL | 1 year | NRCT | CT, SDL, TWC, SS | ||||||||
| Lee Chin et al. (2014)[31] | Pharmacy | Malaysia | 174 | 174 | SBL | 10 weeks | Cross Over RCT | SDL, PB, CD, SS | ||||||||
| Singhal et al. (2017)[32] | Medicine | India | 50 | 50 | LBL | 90 Minutes | CrossOver NRCT | CT, SDL, TWC | ||||||||
| Horne et al. (2017)[27] | Medicine | United Kingdom | 57 | 57 | LBL | 16 hours | NRCT | KC | ||||||||
| Maas et al. (2018)[28] | Medicine | United States | 231 | 352 | LBL | 2 hours | NRCT | SS | ||||||||
| Bi et al. (2019)[1] | Medicine | China | 40 | 40 | LBL | 240 minutes | RCT | KC, CT, SDL, PB | ||||||||
| Haley et al. (2020)[33] | Dental | United States | 46 | 58 | LBL | 12 months | NRCT | KC, CT, PB | ||||||||
| Alhazmi et al. (2020)[39] | Dental | Saudi Arabia | 47 | 48 | LBL | 45 minutes | RCT | CT, SDL, CD, SS | ||||||||
| Kaur et al. (2020)[46] | Medicine | India | 46 | 46 | LBL | 2 weeks | Cross OverRCT | CT | ||||||||
| Aluisio et al. (2016)[42] | Nursing | India | 17 | 20 LBL 16 SBL |
LBL, SBL | 1 hour | RCT | KC | ||||||||
| Dupuis et al. (2008)[38] | Pharmacy | US | 131 | 251 | LBL | 2.5 hrs | NRCT | KC, TWC, SS | ||||||||
| Li et al. (2019)[26] | Nursing | China | 40 | 40 | LBL | 13.5 hrs | NRCT | CT | ||||||||
| Lanfang Liu et al. (2020)[45] | Nursing | China | 73 | 73 | LBL | 5 months | RCT | CT, SDL, TWC, CD, SS | ||||||||
| Ma et al. (2016)[36] | Medicine | China | 85 | 85 | LBL | 36 hours | Cross-Over NRCT | CT, SDL, PB, TWC | ||||||||
| Raurell Torreda et al. (2015)[34] | Nursing | Spain | 35 | 66 | LBL | 42 hours | NRCT | CT, SDL, TWC | ||||||||
| Yoo et al. (2015)[44] | Nursing | South Korea | 72 | 71 | LBL | 9 hours | NRCT | PB, TWC | ||||||||
| Smits et al. (2012)[41] | Medicine | Netherlands | 64 | 64 | LBL | 5 days | RCT | KC, SS | ||||||||
| LR Shwartz et al. (2007)[40] | Medicine | United States | 52 | 50 | SBL | 1 hour | RCT | CD | ||||||||
| Sangam et al. (2021)[43] | Medicine | India | 100 | 100 | LBL | 1 month | Cross over NRCT | KC |
RCT- Randomized Controlled Trial, NRCT- Non-Randomized Trial, CT- Critical Thinking, KC- Knowledge and Comprehension, SDL- Self Directed Learning, PB- Problem-Solving, TWC- Team Work and Communication, CD- Clinical and Diagnostic, SS- Student Satisfaction
There was a wide variation in the CBL strategies adopted and the mode of delivery in the included studies. The duration of interventions varied from 45 minutes to 1 year. The CBL strategies included small-group and large-group learning[25,26,27,28] [Table 1] The number of participants in small-group learning ranged from 4 to 5, and in large-group learning ranged from 50 to 75. CBL also includes case discussions, case presentations,[1,25,29,30,31,32,33,34,35,36] subgroup discussions, and focus group discussions.[21,22,27,28,31,32,34,35,36,37]
Theoretical content was delivered as prerecorded lectures,[28] didactic lectures,[34] or by providing reading materials.[27,32,33,35,36,38,39] Case scenarios were also made available for discussion and analysis in multiple formats such as case vignettes[27,40] and electronic learning cases.[41] Self-assessment quizzes, faculty-led quizzes, pre-post-session quizzes, and open-book online quizzes were conducted to enhance the learning experience.[27,28,33,38] The alternate methods included traditional lecture-based learning (LBL) or simulation-based learning (SBL) [Table 1].
Outcomes were measured using various methods. Learning competencies were measured using multiple choice questions,[25,28,32,39,42,43] self-administered questionnaires,[30,36,41,44] objective structured clinical exam (OSCE),[34,40,45] and subject-based written exams.[1,29,31,33,35,38,46] Competency-specific tools such as problem-solving activity[33] and critical thinking inventory[26] were also used to measure learning competencies.
Student satisfaction was measured using online surveys,[29] self-administered questionnaires,[1,31,33,35,41,46] and 5-point Likert scale feedbacks.[27,32,45] Most of the surveys also had provision for open narrative comments[28] or open-ended questions.[32,47]
Outcome
Learning competencies
Critical thinking
Six studies compared CBL with LBL on critical thinking.[1,26,34,36,39,46] Pooled data involving four studies demonstrated that critical thinking scores were significantly higher among those who received CBL compared to those who received LBL (SMD: 0.75, 95%CI: 0.21–1.29; I2 = 86%, P = .007).[26,34,36,46] Similarly, a significantly greater number of students reported having better critical thinking skills among the CBL group compared to the LBL group (OR: 4.67; 95%CI: 1.50–14.53; I2 = 0%, P = 0.008)[1,43] [Table 2 and Supplementary File Figure S1 (528.6KB, tif) ].
Table 2.
Meta-analysis of learning competencies and satisfaction of case-based learning versus alternate learning methods
| Outcome (Continuous) | Sample Size |
Number of studies | Standard Mean Difference | 95%CI | I 2 | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CBL | LBL/SBL | |||||||||||
| Critical Thinking | 206 | 237 | Four[26,34,36,46] | 0.75 | (0.21, 1.29) | 86% | ||||||
| Knowledge and Comprehension (Total) | 552 | 675 | Eight[1,29,32,35,38,41,42,43] | 0.41 | (0.20, 0.62) | 65% | ||||||
| Knowledge and Comprehension (Randomized Controlled Trials) | 141 | 144 | Four[1,35,41,42] | 0.58 | (−0.00, 1.16) | 81% | ||||||
| Knowledge and Comprehension (Non-Randomized trials) | 411 | 531 | Four[29,32,38,43] | 0.36 | (0.20, 0.52) | 30% | ||||||
| Knowledge and Comprehension (Simulation-Based Learning) | 101 | 190* | Two (3 datasets available)[31,42] | 0.19 | (−0.08, 0.46) | 36% | ||||||
| Problem-Solving | 177 | 176 | Three[35,36,44] | 0.27 | (−0.02, 0.57) | 44% | ||||||
| Self-Directed Learning (Total) | 214 | 212 | Four[35,36,45,47] | 0.30 | (0.10,0.49) | 0% | ||||||
| Self-Directed Learning (Randomized Controlled Trials) | 93 | 93 | Two[35,45] | 0.43 | (0.14, 0.72) | 0% | ||||||
| Self-Directed Learning (Non-Randomized trials) | 121 | 119 | Two[36,47] | 0.20 | (−0.06, 0.45) | 0% | ||||||
| Teamwork and communication | 248 | 276 | Five[34,35,36,44,47] | 0.24 | (−0.19, 0.66) | 82% | ||||||
| Student Satisfaction | 141 | 141 | Three[27,35,41] | 0.50 | (0.11, 0.88) | 57% | ||||||
|
CBL: Case-Based Learning, LBL: Lecture-Based Learning, SBL: Simulation-Based Learning. *Simulation-Based Learning is the alternative learning method adopted | ||||||||||||
| Outcome (Dichotomous) |
Sample Size
|
Number of Studies | Odds Ratio | 95%CI | I 2 | |||||||
| CBL | LBL | |||||||||||
|
| ||||||||||||
| Critical Thinking | 87 | 88 | Two[1,39] | 4.67 | (1.50, 14.53) | 0% | ||||||
| Knowledge and Comprehension | 76 | 88 | Two[27,33] | 02.74 | (1.30, 5.77) | 92% | ||||||
CBL: Case-Based Learning, LBL: Lecture-Based Learning
Knowledge and comprehension
Twelve studies compared CBL with LBL on knowledge and comprehension.[1,27,29,31,32,33,35,38,41,42,43] A meta-analysis including eight studies demonstrated that there was no significant difference in knowledge and comprehension scores among those who received CBL compared to those who received LBL (SMD: 0.41; 95%CI: 0.20, 0.62; I2 = 65%).[1,29,32,35,38,41,42,43] A sensitivity analysis was performed based on the study design, and no statistically significant subgroup effect was noticed [Table 2 and Supplementary File Figure S2a (1.8MB, tif) ]. In contrast, a significantly higher number of students reported having better knowledge and comprehension skills in the CBL group than in the LBL group in two studies[27,33] (OR: 2.74; 95%CI: 1.30, 5.77; I2 = 92%, P < 0.001) [Table 2 and Supplementary File Figure S2b (1.8MB, tif) ].
Two studies compared CBL versus SBL on knowledge and comprehension.[31,42] Both studies reported significantly higher knowledge scores among students in the CBL group compared to the SBL group (SMD: 0.19; 95%CI: −0.08, 0.46) [Table 2 and Supplementary File Figure S2c (1.8MB, tif) ].
Self-directed learning
Five studies assessed self-directed learning.[1,26,35,36,45] Pooled data from four studies[26,35,36,45] demonstrated no significant difference in self-directed learning scores among those who received CBL compared to those who received LBL (SMD: 0.30; 95%CI: 0.10, 0.49). In contrast, one study reported that a significantly greater number of students in the CBL group reported self-study ability than those in the LBL group.[1] A subgroup analysis was performed based on study designs (RCT vs. NRCT) and did not demonstrate differences in self-directed learning between the groups [Table 2 and Supplementary File Figure S3 (806.1KB, tif) ].
Problem-solving
Three studies assessed the problem-solving ability of students.[35,36,44] Pooled data demonstrated that problem-solving ability was higher for the CBL group, but the difference was not statistically significant (SMD: 0.27, 95%CI: −0.02, 0.57; I2 = 44%, P = 0.07) [Table 2 and Supplementary File Figure S4 (264.8KB, tif) ].
Teamwork and communication
Five studies evaluated teamwork and communication skills.[34,35,36,44,47] Pooled data from the five studies demonstrated significantly greater scores for teamwork and communication in the CBL group than in the LBL group (SMD: 0.24; 95%CI: −0.19, 0.66; I2 = 82%) [Table 2 and Supplementary File Figure S5 (218.5KB, tif) ].
Clinical skill development
Three studies assessed clinical and diagnostic skill development among students.[31,45,43] Only one study compared CBL with LBL, where the former had significantly higher clinical skill competency.[45]
Student satisfaction
Student satisfaction was assessed in 12 studies, where 11 studies compared CBL with LBL[1,25,27,28,30,32,33,35,39,41,45]and one study compared CBL with SBL.[31] Of the 11 studies that compared CBL with LBL, nine reported student satisfaction to be higher among those in the CBL group. However, due to the paucity of data, a meta-analysis including only three studies[27,35,41] could be undertaken. The results demonstrated that students in the CBL group had significantly higher satisfaction scores compared to those in the LBL group (SMD: 0.50; 95%CI: 0.11, 0.88, I2 = 57%). Two studies[35,41] reported no difference in student satisfaction between CBL and LBL groups. In the only study that compared CBL to SBL, students in the SBL group had higher satisfaction scores compared to the CBL group[31] [Table 2 and Supplementary File Figure S6 (454.3KB, tif) ].
Risk of bias within studies
For the seven randomized control trials, the risk of bias was low in two studies,[35,39] moderate in four studies,[1,40,42,45] and high in one study.[41] [Figure 2] Among the 13 non-randomized controlled studies, the risk of bias was low in two studies (15.38%),[32,47] low-to-moderate in nine studies (69.2%),[25,26,27,28,29,30,33,34,43] and moderate-to-high in two studies (15.38%).[36,44] [Table 3]. The risk of bias was low in both randomized cross-over trials [Supplementary File Table S5].
Figure 2.

Risk of Bias Randomized Controlled Trials
Table 3.
Risk of bias for non-randomized control trials
| Study | Confounding bias | Selection bias | Bias in the classification of intervention | Bias due to departures from intervention | Bias due to missing data | Bias in the measurement of outcome | Bias in the selection of reported results | Overall Bias | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cendan et al. 2011[29] | Low | Low | Low | Low | Low | Moderate | Low | Low to Moderate | ||||||||
| Lee et al. 2013[47] | Low | Low | Low | Low | Low | Low | Low | Low | ||||||||
| Tayem et al. 2013[30] | Low | Low | Low | Low | Low | Moderate | Low | Low to Moderate | ||||||||
| Singhal et al. 2017[32] | Low | Low | Low | Low | Low | Low | Low | Low | ||||||||
| Horne et al. 2017[27] | Low | Low | Low | Low | Moderate | Moderate | Low | Low to Moderate | ||||||||
| Maas et al. 2018[28] | Moderate | Low | Low | Low | Low | Low | Low | Low to Moderate | ||||||||
| Haley et al. 2020[33] | Moderate | Low | Low | Low | Low | Moderate | Low | Low to Moderate | ||||||||
| Dupuis et al. 2008[38] | Moderate | Moderate | Moderate | Low | Low | Low | Low | Low to Moderate | ||||||||
| Li et al. 2019[26] | Moderate | Moderate | Moderate | Low | Low | Moderate | Low | Low to Moderate | ||||||||
| Raurell Torreda et al. 2015[34] | Low | Low | Low | Low | Moderate | Low | Low | Low to Moderate | ||||||||
| Yoo et al. 2015[44] | Moderate | High | Low | Moderate | Low | Low | Low | Moderate to High | ||||||||
| Ma et al. 2016[36] | High | Moderate | Moderate | Moderate | Low | Low | Low | Moderate to High | ||||||||
| Sangam et al. 2021[43] | Low | Low | Low | Low | Moderate | Low | Low | Low to Moderate |
Table S5.
Risk of Bias of Cross-over trials
| Appropriate cross-over design | Randomized treatment order | Carry-over effect | Unbiased data | Allocation concealment | Blinding | Incomplete outcome data | Selective outcome reporting | Other Bias | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LeeChin 2014 | Low | Unclear | Unclear | Unclear | High | High | Low | Low | Low | |||||||||
| Kaur 2020 | Low | Unclear | Unclear | Unclear | High | High | High | Low | Low |
Discussion
CBL is a pedagogical approach that aims to forge clear links between theoretical knowledge and clinical practice by engaging and motivating students. This review aimed to investigate the effectiveness of CBL versus alternate learning methods on (1) learning competencies, including critical thinking, knowledge and comprehension, self-directed learning, problem-solving, and clinical skill development; (2) teamwork and communication; and (3) student satisfaction among healthcare students. Following an extensive search, 22 studies were eligible for inclusion; however, meta-analysis was restricted due to heterogeneity between the studies, paucity of data, and the limited number of studies assessing the same outcome. To the best of our knowledge, this is the first review to quantify the learning outcomes of CBL, thus providing evidence of the effectiveness of this teaching method for health professionals. The major strength of the review is the rigor with which it was conducted and the inclusion of RCTs and non-RCTs.
The evidence from this review demonstrates that CBL significantly improved critical thinking, problem-solving, teamwork and communication skills, clinical skills development, and student satisfaction. The evidence of the benefit of CBL on knowledge and comprehension and self-directed learning remains inconclusive. These results are consistent with a previously published narrative review that investigated the effectiveness of CBL in health professional education.[5]
The improvements in critical thinking and problem-solving skills among students can be attributed to the characteristics of CBL, which include supplementation of theoretical knowledge with real-life cases that students would encounter in the clinical environment.[30,35] Consequently students’ understanding and learning were improved as the real-life cases provided a context for the theoretical concepts and encouraged critical thinking through action and problem-solving. In addition, CBL is based on adult learning and inquiry-based learning approaches, which promote deeper, active, and meaningful learning.[6] These methods used in CBL encourage students to raise more questions and make critical comments, thus fostering lateral thinking.[44] For example, CBL facilitates feedback, where students can discuss the issues with each other and the teacher, thus enhancing their critical thinking. Unlike traditional health care, contemporary health care involves a growing number of patients with multiple chronic and complex health conditions. Thus, delivery of health care requires healthcare practitioners to have critical thinking and problem-solving skills, grounded in reasoning and imagination. CBL provides students with skills in critical thinking, which can be used to problem-solve once they enter the clinical setting.[48]
The evidence of the benefit of CBL on knowledge and comprehension remains inconclusive. According to the Revised Bloom’s Taxonomy of cognitive skills, knowledge and comprehension are two lower levels of skills and are inherent in any course.[49] CBL requires advanced preparation by the learners and provides a more structured strategy for learning, thus enabling knowledge retention and comprehension. In addition, CBL requires the student to actively think, participate in classroom interaction, and discuss the relevant knowledge under the guidance of the teacher to help in the internalization of knowledge.[1] Given that CBL was a new form of teaching method, students could have been too shy to interact in the classroom even though they had a lot to share, resulting in the inconclusive effect of CBL on knowledge and comprehension. Creating a safe space, small group learning, and assigning conversation partners could be strategies to encourage students to participate in CBL.
The evidence relating to the effect of CBL on self-directed learning is also inconclusive. This could be due to the small number of studies assessing this outcome. Nevertheless, self-directed learning is vital in the health profession to keep abreast of the current literature and advances in health care. It can be argued that health professionals generally try to keep up to date with new knowledge; however, engaging in self-directed learning during their undergraduate program better prepares them to become lifelong learners.[30] In particular, the engagement and self-evaluation components of CBL promote self-directed learning.[1]
The results of this review demonstrated that students who received the CBL approach to learning developed significantly better teamwork and communication skills. This could be because CBL is generally a group activity requiring students to be actively involved in the sharing of opinions and interact with each other during group discussions. As a result, students learn teamwork in order to achieve a common goal. Students also develop active and passive communication skills to sensitively communicate with each other during discussions. In contemporary health care, teamwork and communication are essential skills in developing good work relationships[50] and for better patient outcomes.[30] CBL prepares students with skills in teamwork[27,30] and communication, which are essential skills for contemporary healthcare professionals.
Student satisfaction
The evidence from this review demonstrates that students who received CBL had higher satisfaction with their learning compared to those who received LBL. This could be because students receiving CBL are more actively engaged in their learning and thus do not lose attention in class compared to other passive teaching methods. For example, the didactic method, which is the most conventional and economical way of teaching a large group of students, is boring, causing attention lapses among students.[51] In addition, the real-life scenarios used in CBL could test the students’ clinical decision-making and increase their confidence, resulting in higher satisfaction with the teaching method. It could also be postulated that the structured and guided knowledge delivery method in CBL is preferred by students, leading to higher satisfaction. Based on the CBL strategies used, this method of teaching can not only be engaging but also fun and useful,[27] as well as boost the self-confidence of students,[52] resulting in student satisfaction. It has been well established that students attend class if they feel satisfied with the learning and teaching methods.[22] CBL has been demonstrated to improve student satisfaction through engagement and motivation and could result in improved attendance and higher academic achievement.[46]
Limitations
This review is not without limitations. First, inadequate reporting; heterogeneity in the nature, duration, and mode of delivery of the interventions; and the use of various non-validated assessment tools prevented the use of meta-analysis to pool the data. Second, there were a limited number of studies that compared CBL to other methods of teaching.
Implications for further research
Given the limitations of the included studies, further RCTs should ensure rigorous methodology and reporting, mainly adequate sample size, randomization, and the use of validated instruments for measuring outcomes. As critical thinking and communication are important skills for health professionals, the results found in this review should be replicated with other health professionals. In addition, trials should have a longer follow-up period to conclusively assess the potential effects of CBL on knowledge, comprehension, and critical thinking. Only one trial compared CBL with SBL; hence, further trials undertaking this comparison are warranted. In this review, the majority of the studies delivered CBL as a face-to-face teaching method. However, given the modern technology and advances in information technology, CBL can also be used for virtual online teaching and learning.[53] Therefore, trials investigating the effects of online delivery of CBL on learning outcomes are needed. All studies included in this review were conducted in single institutions; thus, there is a need for large multicenter trials to increase the generalizability of the results.
Conclusion
Based on the results of this review, CBL has been identified as a superior method of teaching as it significantly improves critical thinking, problem-solving, teamwork, and communication skills, and enhances clinical skills development and student satisfaction. However, more rigorous RCTs are needed to underpin the available evidence.
Data availability statement
The data used in this systematic review were obtained from publicly available sources, including published research articles and reports. All data sources are appropriately cited in the reference section of this review. No additional datasets or proprietary information were used in this study. Researchers interested in accessing the primary data used in the included studies should refer to the original publications and contact the respective authors or institutions for any specific data requests or inquiries.
Conflicts of interest
There are no conflicts of interest.
Supplementary files
Comparison of CBL vs. LBL for Critical Thinking (Continuous)
(a) Comparison of CBL vs. LBL for Knowledge and Comprehension (Continuous). (b) Comparison of CBL vs. LBL for Knowledge and Comprehension (Dichotomous). (c) Comparison of CBL vs. SBL for Knowledge and Comprehension (Continuous)
Comparison of CBL vs. LBL for Self-Directed Learning (Continuous)
Comparison of CBL vs. LBL for Problem Solving (Continuous)
Comparison of CBL vs. LBL for Teamwork and Communication (Continuous)
Comparison of CBL vs. LBL for Student Communication (Continuous)
Funding Statement
Nil.
References
- 1.Bi M, Zhao Z, Yang J, Wang Y. Comparison of case-based learning and traditional method in teaching postgraduate students of medical oncology. Med Teach. 2019;41:1124–8. doi: 10.1080/0142159X.2019.1617414. [DOI] [PubMed] [Google Scholar]
- 2.Dickinson BL, Lackey W, Sheakley M, Miller L, Jevert S, Shattuck B. Involving a real patient in the design and implementation of case-based learning to engage learners. Adv Physiol Educ. 2018;42:118–22. doi: 10.1152/advan.00174.2017. [DOI] [PubMed] [Google Scholar]
- 3.Zhao W, He L, Deng W, Zhu J, Su A, Zhang Y. The effectiveness of the combined problem-based learning (PBL) and case-based learning (CBL) teaching method in the clinical practical teaching of thyroid disease. BMC Med Educ. 2020;20:381. doi: 10.1186/s12909-020-02306-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Chigerwe M, Boudreaux KA, Ilkiw JE. Self-directed learning in veterinary medicine: Are the students ready? Int J Med Educ. 2017;8:229–30. doi: 10.5116/ijme.5929.402f. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Thistlethwaite JE, Davies D, Ekeocha S, Kidd JM, MacDougall C, Matthews P, et al. The effectiveness of case-based learning in health professional education. A BEME systematic review: BEME Guide No. 23. Med Teach. 2012;34:e421–44. doi: 10.3109/0142159X.2012.680939. [DOI] [PubMed] [Google Scholar]
- 6.McLean SF. Case-based learning and its application in medical and health-care fields: A review of worldwide literature. J Med Educ Curric Dev. 2016;3 doi: 10.4137/JMECD.S20377. JMECD.S20377. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Allchin D. Problem- and case-based learning in science: An introduction to distinctions, values, and outcomes. CBE Life Sci Educ. 2013;12:364–72. doi: 10.1187/cbe.12-11-0190. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Case-Based Learning | Poorvu Center for Teaching and Learning. Available from: https://poorvucenter.yale.edu/strategic-resources-digital-publications/strategies-teaching/case-based-learning . [Last accessed on 2022 Mar 17]
- 9.Mehta NB, Hull AL, Young JB, Stoller JK. Just imagine: New paradigms for medical education. Acad Med J Assoc Am Med Coll. 2013;88:1418–23. doi: 10.1097/ACM.0b013e3182a36a07. [DOI] [PubMed] [Google Scholar]
- 10.Benner P. Educating nurses: A call for radical transformation—How far have we come? J Nurs Educ. 2012;51:183–4. doi: 10.3928/01484834-20120402-01. [DOI] [PubMed] [Google Scholar]
- 11.A universal model of diagnostic reasoning. Available from: https://pubmed.ncbi.nlm.nih.gov/19638766/ . [Last accessed on 2022 Mar 17] [DOI] [PubMed]
- 12.Tanner CA. Thinking like a nurse: A research-based model of clinical judgment in nursing. J Nurs Educ. 2006;45:204–11. doi: 10.3928/01484834-20060601-04. [DOI] [PubMed] [Google Scholar]
- 13.Levett-Jones T, McCoy M, Lapkin S, Noble D, Hoffman K, Dempsey J, et al. The development and psychometric testing of the satisfaction with simulation experience scale. Nurse Educ Today. 2011;31:705–10. doi: 10.1016/j.nedt.2011.01.004. [DOI] [PubMed] [Google Scholar]
- 14.A crisis in critical thinking. Available from: https://pubmed.ncbi.nlm.nih.gov/16295306/ . [Last accessed on 2022 Mar 15]
- 15.Needleman J, Buerhaus P, Mattke S, Stewart M, Zelevinsky K. Nurse-staffing levels and the quality of care in hospitals. N Engl J Med. 2002;346:1715–22. doi: 10.1056/NEJMsa012247. [DOI] [PubMed] [Google Scholar]
- 16.Braithwaite J, Westbrook MT, Mallock NA, Travaglia JF, Iedema RA. Experiences of health professionals who conducted root cause analyses after undergoing a safety improvement programme. BMJ Qual Saf. 2006;15:393–9. doi: 10.1136/qshc.2005.017525. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Amey L, Donald KJ, Teodorczuk A. Teaching clinical reasoning to medical students. Br J Hosp Med Lond Engl 2005. 2017;78:399–401. doi: 10.12968/hmed.2017.78.7.399. [DOI] [PubMed] [Google Scholar]
- 18.Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ. 2021;372:n71. doi: 10.1136/bmj.n71. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Veritas Health Innovation. Covidence systematic review software. Available from: https://www.covidence.org . [Last accessed on 2022 Apr 08]
- 20.Review Manager (RevMan) [Computer program] Version 5.4. The Cochrane Collaboration. 2020 [Google Scholar]
- 21.Deeks JJ, Higgins JP, Altman DG. Cochrane Handbook for Systematic Reviews of Interventions. John Wiley and Sons, Ltd; 2008. Analysing data and undertaking meta-analyses; pp. 243–96. Available from: https://onlinelibrary.wiley.com/doi/abs/10.1002/9780470712184.ch9 . [Last accessed on 2020 Nov 29] [Google Scholar]
- 22.Sterne JAC, Savović J, Page MJ, Elbers RG, Blencowe NS, Boutron I, et al. RoB 2: A revised tool for assessing risk of bias in randomised trials. BMJ. 2019;366:l4898. doi: 10.1136/bmj.l4898. [DOI] [PubMed] [Google Scholar]
- 23.Ding H, Hu GL, Zheng XY, Chen Q, Threapleton DE, Zhou ZH. The method quality of cross-over studies involved in cochrane systematic reviews. PLoS One. 2015;10:e0120519. doi: 10.1371/journal.pone.0120519. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Sterne JA, Hernán MA, Reeves BC, Savović J, Berkman ND, Viswanathan M, et al. ROBINS-I: A tool for assessing risk of bias in non-randomised studies of interventions. BMJ. 2016;355:i4919. doi: 10.1136/bmj.i4919. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Dupuis RE, Persky AM. Use of case-based learning in a clinical pharmacokinetics course. Am J Pharm Educ. 2008;72:1–7. doi: 10.5688/aj720229. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Li S, Ye X, Chen W. Practice and effectiveness of “nursing case-based learning” course on nursing student’s critical thinking ability: A comparative study. Nurse Educ Pract. 2019;36:91–6. doi: 10.1016/j.nepr.2019.03.007. [DOI] [PubMed] [Google Scholar]
- 27.Horne A, Rosdahl J. Teaching clinical ophthalmology: Medical student feedback on team case-based versus lecture format. J Surg Educ. 2017;74:329–32. doi: 10.1016/j.jsurg.2016.08.009. [DOI] [PubMed] [Google Scholar]
- 28.Maas JA, Toonkel RL, Athauda G. Large group case-based learning (TB-CBL) Is an effective method for teaching cancer chemotherapy to medical students. Med Sci Educ. 2018;28:191–4. [Google Scholar]
- 29.Cendan JC, Silver M, Ben-David K. Changing the student clerkship from traditional lectures to small group case-based sessions benefits the student and the faculty. J Surg Educ. 2011;68:117–20. doi: 10.1016/j.jsurg.2010.09.011. [DOI] [PubMed] [Google Scholar]
- 30.Tayem YI. The impact of small group case-based learning on traditional pharmacology teaching. Sultan Qaboos Univ Med J. 2013;13:115–20. doi: 10.12816/0003204. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Lee Chin K, Ling Yap Y, Leng Lee W, Chang Soh Y. Comparing effectiveness of high-fidelity human patient simulation vs case-based learning in pharmacy education. Am J Pharm Educ. 2014;78:1–7. doi: 10.5688/ajpe788153. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Singhal A. Case-based learning in microbiology: Observations from a North West Indian medical college. Int J Appl Basic Med Res. 2017;7(Suppl 1):S47–51. doi: 10.4103/ijabmr.IJABMR_146_17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Haley CM, Brown B, Koerber A, Nicholas CL, Belcher A. Comparing case-based with team-based learning: Dental students’ satisfaction, level of learning, and resources needed. J Dent Educ. 2020;84:486–94. doi: 10.21815/JDE.019.190. [DOI] [PubMed] [Google Scholar]
- 34.Raurell-Torredà M, Olivet-Pujol J, Romero-Collado À, Malagon-Aguilera MC, Patiño-Masó J, Baltasar-Bagué A. Case-based learning and simulation: Useful tools to enhance nurses’ education? Nonrandomized controlled trial. J Nurs Scholarsh. 2015;47:34–42. doi: 10.1111/jnu.12113. [DOI] [PubMed] [Google Scholar]
- 35.Du GF, Li CZ, Shang SH, Xu XY, Chen HZ, Zhou G. Practising case-based learning in oral medicine for dental students in China. Eur J Dent Educ. 2013;17:225–8. doi: 10.1111/eje.12042. [DOI] [PubMed] [Google Scholar]
- 36.Ma X, Luo Y, Wang J, Zhang L, Liang Y, Wu Y, et al. Comparison of student perception and performance between case-based learning and lecture-based learning in a clinical laboratory immunology course. LaboratoriumsMedizin. 2016;40:283–9. [Google Scholar]
- 37.Pan Y, Chen X, Wei Q, Zhao J, Chen X. Effects on applying micro-film case-based learning model in pediatrics education. BMC Med Educ. 2020;20:500. doi: 10.1186/s12909-020-02421-w. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Dupuis RE, Persky AM. Use of case-based learning in a clinical pharmacokinetics course. Am J Pharm Educ. 2008;72:29. doi: 10.5688/aj720229. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Alhazmi A, Quadri MFA. Comparing case-based and lecture-based learning strategies for orthodontic case diagnosis: A randomized controlled trial. J Dent Educ. 2020;84:857–63. doi: 10.1002/jdd.12171. [DOI] [PubMed] [Google Scholar]
- 40.Schwartz LR, Fernandez R, Kouyoumjian SR, Jones KA, Compton S. A randomized comparison trial of case-based learning versus human patient simulation in medical student education. Acad Emerg Med. 2007;14:130–7. doi: 10.1197/j.aem.2006.09.052. [DOI] [PubMed] [Google Scholar]
- 41.Smits PBA, de Graaf L, Radon K, de Boer AG, Bos NR, van Dijk FJH, et al. Case-based e-learning to improve the attitude of medical students towards occupational health, a randomised controlled trial. Occup Environ Med. 2012;69:280–3. doi: 10.1136/oemed-2011-100317. [DOI] [PubMed] [Google Scholar]
- 42.Aluisio AR, Daniel P, Grock A, Freedman J, Singh A, Papanagnou D, et al. Case-based Learning outperformed simulation exercises in disaster preparedness education among nursing trainees in India: A randomized controlled trial. Prehospital Disaster Med. 2016;31:516–23. doi: 10.1017/S1049023X16000789. [DOI] [PubMed] [Google Scholar]
- 43.Sangam MR, K P, G V, Bokan RR, Deka R, Kaur A. Efficacy of case-based learning in anatomy. Cureus. 2021;13:e20472. doi: 10.7759/cureus.20472. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Yoo MS, Park HR. Effects of case-based learning on communication skills, problem-solving ability, and learning motivation in nursing students. Nurs Health Sci. 2015;17:166–72. doi: 10.1111/nhs.12151. [DOI] [PubMed] [Google Scholar]
- 45.Liu L, Li M, Zheng Q, Jiang H. The effects of case-based teaching in nursing skill education: Cases do matter. Inq J Med Care Organ Provis Financ. 2020;57:46958020964421. doi: 10.1177/0046958020964421. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Kaur G, Rehncy J, Kahal KS, Singh J, Sharma V, Matreja PS, et al. Case-based learning as an effective tool in teaching pharmacology to undergraduate medical students in a large group setting. J Med Educ Curric Dev. 2020;7:2382120520920640. doi: 10.1177/2382120520920640. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Lee BF, Chiu NT, Li CY. Value of case-based learning in a nuclear medicine clerkship. J Am Coll Radiol. 2013;10:135–41. doi: 10.1016/j.jacr.2012.07.015. [DOI] [PubMed] [Google Scholar]
- 48.Hernandez J, Varkey P. Vertical versus lateral thinking. Physician Exec. 2008;34:26–8. [PubMed] [Google Scholar]
- 49.Anderson LW, Krathwohl DR, Airasian PW, Cruikshank KA, Mayer RE, Pintrich PR, et al. Abridged. New York: Addison Wesley Longman, Inc; 2001. A taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives. [Google Scholar]
- 50.Polis S, Higgs M, Manning V, Netto G, Fernandez R. Factors contributing to nursing team work in an acute care tertiary hospital. Collegian. 2017;24:19–25. doi: 10.1016/j.colegn.2015.09.002. [DOI] [PubMed] [Google Scholar]
- 51.Lawrence JE. Teaching large classes: Engaging students through active learning practice and interactive lecture. Int J Teach Educ Prof Dev. 2019;2:66–80. [Google Scholar]
- 52.Thomas MD, O’Connor FW, Albert ML, Boutain D, Brandt PA. Case-based teaching and learning experiences. Issues Ment Health Nurs. 2001;22:517–31. doi: 10.1080/01612840152393708. [DOI] [PubMed] [Google Scholar]
- 53.Kolodner JL, Camp PJ, Crismond D, Fasse B, Gray J, Holbrook J, et al. Problem-based learning meets case-based reasoning in the middle-school science classroom: Putting learning by design (tm) into practice. J Learn Sci. 2003;12:495–547. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Comparison of CBL vs. LBL for Critical Thinking (Continuous)
(a) Comparison of CBL vs. LBL for Knowledge and Comprehension (Continuous). (b) Comparison of CBL vs. LBL for Knowledge and Comprehension (Dichotomous). (c) Comparison of CBL vs. SBL for Knowledge and Comprehension (Continuous)
Comparison of CBL vs. LBL for Self-Directed Learning (Continuous)
Comparison of CBL vs. LBL for Problem Solving (Continuous)
Comparison of CBL vs. LBL for Teamwork and Communication (Continuous)
Comparison of CBL vs. LBL for Student Communication (Continuous)
Data Availability Statement
The data used in this systematic review were obtained from publicly available sources, including published research articles and reports. All data sources are appropriately cited in the reference section of this review. No additional datasets or proprietary information were used in this study. Researchers interested in accessing the primary data used in the included studies should refer to the original publications and contact the respective authors or institutions for any specific data requests or inquiries.
