Students as assessment partners: A collaborative, qualitative evaluation of the Guns on Campus CURE
Bibliographic record
Abstract
The Students-as-Partners (SaP) paradigm has been widely recognized for its enrichment of pedagogy and research, particularly in the scholarship of teaching and learning; in a time of acute disruption to higher education, the SaP model may further provide key insights into the adaptation of high impact teaching practices, although the changing conditions of partnership require close attention. This paper reports on the qualitative evaluation of a multi-campus, hybrid course-based undergraduate research experience (CURE) delivered in the first year of the COVID-19 pandemic. Analysis of student reflection data was conducted by a research team of two faculty and four CURE-student participants in a process informed by the Students-as-Partners model. In addition to identifying student-reported challenges, solutions, and educational benefits associated with a hybrid CURE, we reflect on both the unique opportunities, and difficulties, offered by student-faculty partnerships formed and conducted in a virtual meeting space.
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How this classification was reachedexpand
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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".