Analyzing equality of participation in collaborative inquiry: toward a knowledge community
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 shares preliminary findings from a designed-based study of the Knowledge Community and Inquiry (KCI) model for secondary science curriculum. We investigate the impact of the model on students' cooperative knowledge construction and their understanding of the science of climate change. Working closely with a science teacher, we co-designed a 10-week curriculum unit with small group and whole class collaborations across two participating classrooms. We present detailed analysis of the wiki content created by two groups of students, revealing a positive correlation between students' contribution to collaborative inquiry activities and their achievements in the curriculum. This finding suggests the need for increased scaffolding to support symmetric participation in collaborative inquiry so that both high and low achieving students benefit from such collaborative science curriculum activities.
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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 | 0.009 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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