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Gerald Gartlehner; Leila Kahwati; Rainer Hilscher; Ian Thomas; Shannon Kugley; Karen Crotty; Meera Viswanathan; Barbara Nussbaumer-Streit; Graham Booth; Nathaniel Erskine; Amanda Konet; Robert Chew – Research Synthesis Methods, 2024
Data extraction is a crucial, yet labor-intensive and error-prone part of evidence synthesis. To date, efforts to harness machine learning for enhancing efficiency of the data extraction process have fallen short of achieving sufficient accuracy and usability. With the release of large language models (LLMs), new possibilities have emerged to…
Descriptors: Data Collection, Evidence, Synthesis, Language Processing
Rafael Mitchell – Sage Research Methods Cases, 2025
This case study introduces critical interpretive synthesis (CIS) as a systematic approach for reviewing and synthesizing a diverse body of research evidence to develop fresh insights on an issue of concern. Unlike aggregative forms of systematic review, which are more familiar in the field of education, CIS does not require commensurability…
Descriptors: Educational Research, Synthesis, Foreign Countries, Research Methodology
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Guy Bendermacher; Mirjam oude Egbrink; Diana Dolmans – Interdisciplinary Journal of Problem-based Learning, 2023
Problem-based learning (PBL) can take many different shapes but has as a common denominator that it builds on the principles of collaborative, constructive, contextual, and self-directed learning. Systematic review approaches that aim to provide insight in what features make PBL work generally fall short, as they tend to disregard the influential…
Descriptors: Problem Based Learning, Research Methodology, Realism, Program Effectiveness
Natercia Valle; Ashley L. Shea – Sage Research Methods Cases, 2025
Increasingly used in a variety of disciplines, evidence synthesis methods such as systematic reviews and meta-analysis can help researchers and practitioners identify trends and effective interventions and uncover theoretical gaps to address specific topics and issues (e.g., the effect of the gamification approach on learning outcomes). Based on a…
Descriptors: Best Practices, Guidelines, Literature Reviews, Meta Analysis
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Escorcia, Dyanne; Passerault, Jean-Michel; Ros, Christine; Pylouster, Jean – Metacognition and Learning, 2017
We studied the processes involved in synthesis writing, focusing on planning, editing and self-regulation strategies. The aims of the study were a) to analyse the temporal distribution of cognitive strategies and self-regulation across the different phases of writing, b) to identify different writing approaches (i.e., profiles), and c) to…
Descriptors: College Students, Humanities, Writing (Composition), Synthesis