The impact of GenAI on learning outcomes: A systematic review and meta-analysis of experimental studies
The impact of GenAI on learning outcomes: A systematic review and meta-analysis of experimental studies
6
- 10.1016/j.rcsop.2024.100478
- Jul 23, 2024
- Exploratory Research in Clinical and Social Pharmacy
- 10.59075/4964v051
- Apr 4, 2025
- The Critical Review of Social Sciences Studies
11
- 10.1177/07356331241240459
- May 15, 2024
- Journal of Educational Computing Research
202
- 10.1111/bjet.13334
- May 3, 2023
- British Journal of Educational Technology
21
- 10.46328/ijemst.1243
- Apr 30, 2021
- International Journal of Education in Mathematics, Science and Technology
35068
- 10.1177/001316446002000104
- Apr 1, 1960
- Educational and Psychological Measurement
656
- 10.1007/s11747-020-00762-y
- Jan 6, 2021
- Journal of the Academy of Marketing Science
15045
- 10.2307/2533446
- Dec 1, 1994
- Biometrics
1988
- 10.1016/s0895-4356(00)00242-0
- Nov 1, 2000
- Journal of Clinical Epidemiology
- 10.1007/978-3-031-65691-0_5
- Jan 1, 2024
- Research Article
9
- 10.26355/eurrev_202301_31040
- Jan 1, 2023
- European review for medical and pharmacological sciences
High-fidelity simulation-based learning, which mimics situation, environmental, and psychological exposure in the clinical setting, potentially helps nursing students acquire knowledge, confidence, and skills in learning clinical skills during the transition from pre-clinical to clinical practice. However, inconsistent evidence on its effect on learning outcomes was presented across the studies. The aim of our study was to review and analyze the effectiveness of high-fidelity simulation on learning outcomes in undergraduate nursing education. This study was a systematic review and meta-analysis of experimental studies. A literature search was conducted in four databases (CINAHL, SocINDEX, PubMed, and Web of Science) until July 2021. The Cochrane Risk of Bias Tool was used to appraise the studies' quality. The random-effect model was used to conduct a meta-analysis. Fourteen studies were eligible for quantitative synthesis. The pooled effect indicated high-fidelity simulation-based learning significantly increased nursing students' knowledge acquisition (standardized mean difference [SMD]: 1.73, p < 0.001), self-confidence (SMD: 0.56, p= 0.019) and skills performance (SMD: 1.71, p= 0.006). Stakeholders within the academic institution may consider enculturating the involvement of high-fidelity simulation as part of an innovative teaching strategy in nursing curricula. Therefore, when graduates enter the workforce, they can function quickly and practice confidently in clinical settings without bringing potential harm.
- Research Article
63
- 10.1016/j.nedt.2021.105127
- Sep 1, 2021
- Nurse education today
Effects of simulation technology-based learning on nursing students' learning outcomes: A systematic review and meta-analysis of experimental studies
- Research Article
201
- 10.1111/gcb.13662
- Mar 29, 2017
- Global Change Biology
Here, we conducted a meta-analysis of experimental drought manipulation studies using rainout shelters in five sites of natural grassland ecosystems of Europe. The single studies assess the effects of extreme drought on the intraspecific variation of the specific leaf area (SLA), a proxy of plant growth. We evaluate and compare the effect size of the SLA response for the functional groups of forbs and grasses in temperate and sub-Mediterranean systems. We hypothesized that the functional groups of grasses and forbs from temperate grassland systems have different strategies in short-term drought response, measured as adjustment of SLA, with SLA-reduction in grasses and SLA-maintenance in forbs. Second, we hypothesized that grasses and forbs from sub-Mediterranean systems do not differ in their drought response as both groups maintain their SLA. We found a significant decrease of SLA in grasses of the temperate systems in response to drought while SLA of forbs showed no significant response. Lower SLA is associated with enhanced water-use efficiency under water stress and thus can be seen as a strategy of phenotypic adjustment. By contrast, in the sub-Mediterranean systems, grasses significantly increased their SLA in the drought treatment. This result points towards a better growth performance of these grasses, which is most likely related to their strategy to allocate resources to belowground parts. The observed SLA reduction of forbs is most likely a direct drought response given that competitive effect of grasses is unlikely due to the scanty vegetation cover. We point out that phenotypic adjustment is an important driver of short-term functional plant response to climatic extremes such as drought. Differential reactions of functional groups have to be interpreted against the background ofthe group's evolutionary configuration that can differ between climatic zones.
- Research Article
299
- 10.1111/j.1360-0443.2011.03621.x
- Dec 12, 2011
- Addiction (Abingdon, England)
To review and analyse in experimentally controlled studies the impact of alcohol consumption on intentions to engage in unprotected sex. To draw conclusions with respect to the question of whether alcohol has an independent effect on the incidence of human immunodeficiency virus (HIV) and other sexually transmitted infections (STIs). A systematic review and meta-analysis of randomized controlled studies examined the association between blood alcohol content (BAC) and self-perceived likelihood of using a condom during intercourse. The systematic review and meta-analysis were conducted according to internationally standardized protocols (Preferred Reporting Items for Systematic Reviews and Meta-Analyses: PRISMA). The meta-analysis included an estimate of the dose-response effect, tests for publication bias and sensitivity analyses. Of the 12 studies included in the quantitative synthesis, our pooled analysis indicated that an increase in BAC of 0.1 mg/ml resulted in an increase of 5.0% (95% CI: 2.8-7.1%) in the indicated likelihood (indicated by a Likert scale) of engaging in unprotected sex. After adjusting for potential publication bias, this estimate dropped to 2.9% (95% CI: 2.0-3.9%). Thus, the larger the alcohol intake and the subsequent level of BAC, the higher the intentions to engage in unsafe sex. The main results were homogeneous, persisted in sensitivity analyses and after correction for publication bias. Alcohol use is an independent risk factor for intentions to engage in unprotected sex, and as risky sex intentions have been shown to be linked to actual risk behavior, the role of alcohol consumption in the transmission of HIV and other STIs may be of public health importance.
- Research Article
22
- 10.1038/s41598-023-30362-z
- Mar 4, 2023
- Scientific reports
The use of open-label placebos (OLPs) has shown to be effective in clinical trials. We conducted a systematic review and meta-analysis to examine whether OLPs are effective in experimental studies with non-clinical populations. We searched five databases on April 15, 2021. We conducted separate analyses for self-reported and objective outcomes and examined whether the level of suggestiveness of the instructions influenced the efficacy of OLPs. Of the 3573 identified records, 20 studies comprising 1201 participants were included, of which 17 studies were eligible for meta-analysis. The studies investigated the effect of OLPs on well-being, pain, stress, arousal, wound healing, sadness, itchiness, test anxiety, and physiological recovery. We found a significant effect of OLPs for self-reported outcomes (k = 13; standardized mean difference (SMD) = 0.43; 95% CI = 0.28, 0.58; I2 = 7.2%), but not for objective outcomes (k = 8; SMD = − 0.02; 95% CI = − 0.25, 0.21; I2 = 43.6%). The level of suggestiveness of the instructions influenced the efficacy of OLPs for objective outcomes (p = 0.02), but not for self-reported outcomes. The risk of bias was moderate for most studies, and the overall quality of the evidence was rated low to very low. In conclusion, OLPs appear to be effective when examined in experimental studies. However, further research is needed to better understand the mechanisms underlying OLPs.
- Research Article
4
- 10.1017/s0033291723001708
- Jul 10, 2023
- Psychological medicine
Paranoia is common in clinical and nonclinical populations, consistent with continuum models of psychosis. A number of experimental studies have been conducted that attempt to induce, manipulate or measure paranoid thinking in both clinical and nonclinical populations, which is important to understand causal mechanisms and advance psychological interventions. Our aim was to conduct a systematic review and meta-analysis of experimental studies (non-sleep, non-drug paradigms) on psychometrically assessed paranoia in clinical and nonclinical populations. The review was conducted using PRISMA guidelines. Six databases (PsycINFO, PubMed, EMBASE, Web of Science, Medline and AMED) were searched for peer-reviewed experimental studies using within and between-subject designs to investigate paranoia in clinical and nonclinical populations. Effect sizes for each study were calculated using Hedge's g and were integrated using a random effect meta-analysis model. Thirty studies were included in the review (total n = 3898), which used 13 experimental paradigms to induce paranoia; 10 studies set out to explicitly induce paranoia, and 20 studies induced a range of other states. Effect sizes for individual studies ranged from 0.03 to 1.55. Meta-analysis found a significant summary effect of 0.51 [95% confidence interval 0.37-0.66, p < 0.001], indicating a medium effect of experimental paradigms on paranoia. Paranoia can be induced and investigated using a wide range of experimental paradigms, which can inform decision-making about which paradigms to use in future studies, and is consistent with cognitive, continuum and evolutionary models of paranoia.
- Research Article
5
- 10.1016/j.clnesp.2023.07.081
- Jul 27, 2023
- Clinical Nutrition ESPEN
Treatment efficacy of vitamin C or ascorbate given as co-intervention with iron for anemia – A systematic review and meta-analysis of experimental studies
- Research Article
7
- 10.3390/jpm12091397
- Aug 28, 2022
- Journal of personalized medicine
Background: several blood-based biomarkers have been proposed for predicting vancomycin-associated kidney injury (VIKI). However, no systematic analysis has compared their prognostic value. Objective: this systematic review and meta-analysis was designed to investigate the role of blood biomarkers and metabolomic profiling as diagnostic and prognostic predictors in pre-clinical studies of VIKI. Methods: a systematic search of PubMed was conducted for relevant articles from January 2000 to May 2022. Animal studies that administered vancomycin and studied VIKI were eligible for inclusion. Clinical studies, reviews, and non-English literature were excluded. The primary outcome was to investigate the relationship between the extent of VIKI as measured by blood biomarkers and metabolomic profiling. Risk of bias was assessed with the CAMARADES checklist the SYRCLE’s risk of bias tool. Standard meta-analysis methods (random-effects models) were used. Results: there were four studies for the same species, dosage, duration of vancomycin administration and measurement only for serum creatine and blood urea nitrogen in rats. A statistically significant increase was observed between serum creatinine in the vancomycin group compared to controls (pooled p = 0.037; Standardized Mean Difference: 2.93; 95% CI: 0.17 to 5.69; I2 = 92.11%). Serum BUN levels were not significantly different between control and vancomycin groups (pooled p = 0.11; SMD: 3.05; 95% CI: 0.69 to 6.8; I2 = 94.84%). We did not identify experimental studies using metabolomic analyses in animals with VIKI. Conclusions: a total of four studies in rodents only described outcomes of kidney injury as defined by blood biomarkers. Blood biomarkers represented included serum creatinine and BUN. Novel blood biomarkers have not been explored.
- Supplementary Content
12
- 10.3390/antiox9121196
- Nov 27, 2020
- Antioxidants
Extensive burns result in a local wound response and distant-organ injury (DOI) caused by oxidative-stress and inflammation. Melatonin (MT) shows promise in alleviating oxidative-stress and inflammation, but its role in thermal injury is largely unexplored. The present systematic review and meta-analysis were designed to assess the effects of MT on oxidative-stress and inflammatory markers against severe burn-induced DOI. Mean difference (MD)/standard mean difference (SMD) with 95% confidence interval (CI) were estimated using fixed-effect/random-effects models. Eighteen experimental studies met the inclusion criteria. Compared with the control group, MT significantly decreased the levels of malondialdehyde (SMD, −1.03; 95% CI, −1.30, −0.76, p < 0.00001) and 4-hydroxynonenal (MD, −1.06; 95% CI, −1.57, −0.56, p < 0.0001). Additionally, MT increased the levels of glutathione (SMD, 1.94; 95% CI, 1.27, 2.61, p < 0.00001) and superoxide-dismutase (SMD, 0.76; 95% CI, 0.08, 1.45, p = 0.03). Finally, MT significantly decreased the levels of tumor necrosis factor-α (SMD, −1.34; 95% CI, −1.92 to −0.77; p < 0.00001) and C-reactive protein (MD, −12.67; 95% CI, −16.72 to −8.62; p < 0.00001). Meta-analysis indicates that severe burn followed by immediate MT (10 mg/kg) intervention shows significant beneficial effects after 24-h against DOI by regulating oxidative-stress and the inflammatory response.
- Research Article
31
- 10.3389/fpsyg.2022.799330
- Jun 23, 2022
- Frontiers in Psychology
ObjectiveTo determine the effects of learning interventions aimed at optimizing the quality of physical education (PE) on psychomotor, cognitive, affective and social learning outcomes in children and adolescents.DesignA systematic review and meta-analysis.Data SourcesAfter searching PsycInfo, ERIC, and SportDiscus electronic databases, we identified 135 eligible studies published between January 1, 1995 to May 1, 2021.Eligibility Criteria for Selecting StudiesWe included randomized controlled trials, quasi-experimental studies, and controlled trials that assessed the effect of a PE-based intervention against one of the four identified learning domains in youth at school (aged 5–18 years).ResultsOne hundred and thirty five (135) studies with over 42,500 participants and 193 calculated effect sizes were included in the study. The mean effect across all the learning and development outcomes was small to medium (Cohen's d = 0.32, 95% confidence interval [CI] (0.27–0.37). When adjusted for publication bias using the Duval and Tweedie Trim and Fill Method, this mean effect size increased to d = 0.40 (CI = 0.34–0.46). Effect sizes varied significantly based on learning and development outcomes. Interventions that consistently report above or below the mean d = 0.40 effect are identified based on learning outcome. The greatest effects across interventions were witnessed in psychomotor learning outcomes (d = 0.52) followed by affective (d = 0.47), social (d = 0.32), and cognitive (d = 0.17) learning outcomes. A minority (<10%) of PE interventions captured by this systematic review and meta-analysis reported having a negative effect on student learning and development.ConclusionThe interventions with the greatest effects on student learning and development were dependant on the learning domains. Some PE interventions with a pedagogical focus such as games-based approaches, TARGET/Mastery Teaching, and Sport Education were found to be strong investments across multiple domains. The evidence is limited however by consistency in intervention dosage, study design, and data collection instruments. The study received no internal or external funding and was not prospectively registered.
- Research Article
22
- 10.1016/j.ijnurstu.2009.03.012
- May 2, 2009
- International journal of nursing studies
Early mobilisation for patients following acute myocardiac infarction: A systematic review and meta-analysis of experimental studies
- Research Article
6
- 10.1016/j.exger.2022.111775
- Jun 1, 2022
- Experimental Gerontology
Acute and chronic effects of traditional and high-speed resistance training on blood pressure in older adults: A crossover study and systematic review and meta-analysis.
- Research Article
10
- 10.3390/jcm12185845
- Sep 8, 2023
- Journal of Clinical Medicine
(1) Background: A Dynamic Navigation System (DNS) is an innovative tool that facilitates the management of complex endodontic cases. Despite the number of advantages and limitations of this approach, there is no evidence-based information about its efficiency in comparison with that of the traditional method in endodontics. (2) Objectives: We aimed to explore any beneficial effects of the DNS and compare the outcomes of DNS vs. free-hand (FH) approaches for non-surgical and microsurgical endodontics. (3) Methods: A literature search was conducted in August 2023 to identify randomized, experimental, non-surgical, and microsurgical endodontic studies that compared the DNS with FH approaches. The procedural time (ΔT, s), substance loss (ΔV, mm3), angular deviation (ΔAD, °), coronal/platform linear deviation (ΔLD_C, mm), and apical linear deviation (ΔLD_A, mm) were recorded and analyzed. Quality and risk of bias assessments were conducted according to the Quality Assessment Tool For In Vitro Studies. A meta-analysis was performed using mean difference and standard deviation for each outcome, and heterogeneity (I2) was estimated. p < 0.05 was considered significant. (4) Results: One-hundred and forty-six studies were identified following duplicate removal, and nine were included in the systematic review and meta-analysis. The overall risk of bias was classified as low. The DNS was found to be more accurate and efficient than the FH approach was, resulting in a significantly shorter operation time (p < 0.00001) and less angular (p ≤ 0.0001) and linear deviation (p ≤ 0.01). For substance loss, the advantage of the DNS was significant only for microsurgery (p = 0.65, and p < 0.005, for non-surgical and microsurgical procedures, respectively). A reduced risk of iatrogenic failure using the DNS was observed for both expert and novice operators. (5) Conclusions: The DNS appears beneficial for non-surgical and microsurgical endodontics, regardless of the operator's experience. However, appropriate training and experience are necessary to access the full advantages offered by the DNS.
- Research Article
17
- 10.1590/abd1806-4841.20187252
- Jan 1, 2018
- Anais brasileiros de dermatologia
Effectiveness of acyclovir in the treatment of pityriasis rosea. A systematic review and meta-analysis
- Research Article
49
- 10.1017/s003329172000389x
- Nov 4, 2020
- Psychological Medicine
Scientific interest in the therapeutic effects of classical psychedelics has increased in the past two decades. The psychological effects of these substances outside the period of acute intoxication have not been fully characterized. This study aimed to: (1) quantify the effects of psilocybin, ayahuasca, and lysergic acid diethylamide (LSD) on psychological outcomes in the post-acute period; (2) test moderators of these effects; and (3) evaluate adverse effects and risk of bias. We conducted a systematic review and meta-analysis of experimental studies (single-group pre-post or randomized controlled trials) that involved administration of psilocybin, ayahuasca, or LSD to clinical or non-clinical samples and assessed psychological outcomes ⩾24 h post-administration. Effects were summarized by study design, timepoint, and outcome domain. A total of 34 studies (24 unique samples, n = 549, mean longest follow-up = 55.34 weeks) were included. Classical psychedelics showed significant within-group pre-post and between-group placebo-controlled effects on a range of outcomes including targeted symptoms within psychiatric samples, negative and positive affect-related measures, social outcomes, and existential/spiritual outcomes, with large between-group effect in these domains (Hedges' gs = 0.84 to 1.08). Moderator tests suggest some effects may be larger in clinical samples. Evidence of effects on big five personality traits and mindfulness was weak. There was no evidence of post-acute adverse effects. High risk of bias in several domains, heterogeneity across studies, and indications of publication bias for some models highlight the need for careful, large-scale, placebo-controlled randomized trials.
- Research Article
- 10.1016/j.edurev.2025.100716
- Nov 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100729
- Nov 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100741
- Nov 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100742
- Nov 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100734
- Nov 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100738
- Oct 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100739
- Oct 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100740
- Oct 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100732
- Oct 1, 2025
- Educational Research Review
- Research Article
- 10.1016/j.edurev.2025.100713
- Aug 1, 2025
- Educational Research Review
- Ask R Discovery
- Chat PDF
AI summaries and top papers from 250M+ research sources.