Evidence-Based Pedagogy for Values Outcomes in Capstone Experiences
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
Undergraduate programs that focus on disciplinary knowledge and skills can reinforce pre-existing mindsets or ideologies that can lead to insufficient questioning of certain types of information (e.g., empirical data or model results) or insufficient valuing of certain types of information (e.g., Indigenous knowledge). One way to address this challenge is to include values-based learning and assessment strategies that empower students to better understand and engage with their complex and changing worlds. General Education (GenEd) Capstone Experiences (CE) often seek to instill such values, but scholarly analysis of the pedagogies and their effectiveness is limited, as is discussion on the inclusion of similar pedagogies in discipline-focused courses. This study addresses this research disparity by using a mixed methods approach to investigate student and faculty perceptions of the values integrated by a GenEd CE program and the pedagogies used to integrate those values. Results demonstrate that the integration of reflection and discussion pedagogies has the potential to influence a variety of values-based outcomes, including thoughtfulness, openness, and responsibility. Institutional leaders and CE instructors may integrate these pedagogies into their CEs, with mindful attention to the associated values that they seek to instill.
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 | 0.011 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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