Mentoring, Undergraduate Research, and Identity Development: A Conceptual Review and Research Agenda
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
Mentored undergraduate research has been identified as a high-impact practice that enhances teaching and learning in higher education. It is reported to influence students’ academic, affective, and behavioral outcomes. However, there is only an emerging literature related to student outcomes associated with identity development, specifically students’ personal and professional identities. This integrative literature review examines the intersections and interrelationship across mentoring, undergraduate research, and student identity development. Its results uncover the complexity of the constructs, and their dynamic interrelationship, especially when viewed through the lenses of the sociocultural perspective grounded in the notion of mediated action. Two assumptions undergird this perspective: first, that all investigation takes place at the intersection of these constructs with mediated action, not individuals in isolation, as a unit of analysis; and, second, that any study of identity must focus on an understanding of identity as multiple, dynamic, and situated in personal and cultural contexts (institutional, disciplinary, and external community culture and values). Thus, the sociocultural perspective and its underlying assumptions shape the proposed research agenda. This research agenda has the potential to advance current knowledge related to mentored undergraduate research and the confluence of elements that contribute to student personal and cultural identities (academic, disciplinary, and professional). Findings from this work will inform our understanding of learning and knowledge construction in sociocultural context, and the trajectory of identity development of students engaged in high-impact learning experiences.
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 | 0.041 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.007 |
| 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