Montessori Grade 9 Students and Their Use of an Online Concept Mapping Website: A Case Study Exploration
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 study investigated the impact of an online concept mapping website (Concept Maps for Learning, or CMfL) designed to provide targeted formative feedback to students. The aims of this study were to determine the usefulness of CMfL for both teachers and students, as a tool for instruction and self-regulated learning. Additionally, the impacts of CMfL on supporting student learning were observed. This research site of this study was a Montessori high school, and the participating students were enrolled in the Ontario Grade 9 Academic Mathematics course. The educational philosophies deployed at the research site offered independence and flexibility to students with respect to how the Ontario Grade 9 Academic Mathematics course was approached, and therefore matched the self-regulated learning components of the study. This study measured student achievement across three milestones over the data collection period to analyse any cognitive impact that CMfL had on the participating students. Metacognitive impacts, as well as the students’ perception of usefulness of CMfL, were measured through surveys that were administered at the milestone points. Usefulness of CMfL from the teacher’s perspective was determined through interviews with the teacher. The participating students and teacher were also provided with the opportunity to provide feedback on how CMfL could be improved through the aforementioned surveys and interviews, respectively. The evidence collected over the study suggests that CMfL can be a useful tool for teaching and learning in a self-regulated environment, and that frequent engagement with CMfL may can support student learning. However, there is room for improvement that may increase student adoption and aid teaching strategy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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