Learning with Multiple Representations: Infographics as Cognitive Tools for Authentic Learning in Science Literacy | Apprendre avec des représentations multiples: l'infographie de presse comme outil cognitif pour l'apprentissage authentique en science
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This paper presents a descriptive case study where infographics—visual representation of data and ideas—have been used as cognitive tools to facilitate learning with multiple representations in the context of secondary school students’ science news reporting. Despite the complementary nature of the two research foci, studies on cognitive tools and multiple representations have evolved independently. This is because research on cognitive tools has narrowly focused on technological artifacts and their impact on learning outcomes with less attention to learner agency and activity structures. This has created challenges of sustainably applying cognitive tools in classroom teaching and learning. Using data from a design-based research project where secondary school students created authentic infographic-based science news reports, this study demonstrates how infographics can serve as process-oriented cognitive tools for learning and instruction of science literacy in classroom contexts. Results have implications for the study and design of learning environments involving representations.Cet article présente une étude de cas où l'infographie de presse – offrant une représentation visuelle de données et d’idées – est utilisée comme outil cognitif pour faciliter l'apprentissage au moyen de représentations multiples dans le contexte de production de rapports scientifiques par des élèves du secondaire. Malgré la complémentarité des deux axes de recherche, les travaux sur les outils cognitifs et sur les représentations multiples ont évolué séparément. En effet, la recherche sur les outils cognitifs s'est strictement concentrée sur les artefacts technologiques et leur impact sur les résultats d'apprentissage mais a accordé moins d'attention à l’action des apprenants et aux structures des activités. Il en résulte des défis pour l’application durable d’outils cognitifs dans l'enseignement et l'apprentissage en classe. À partir de données issues d'un projet de recherche orientée par la conception (design-based research) dans lequel les élèves du secondaire ont produit des rapports scientifiques authentiques intégrant des infographies de presse, cette étude montre comment l’infographie de presse peut servir
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it