Developing Useful and Transferable Skills: Course Design to Prepare Students for a Life of Learning
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 article examines evidence of academic skill development and transfer related to the taking of a first year Inquiry-based seminar course designed to enhance a range of self directed learning skills and their transferability to other learning contexts. The study compares a sample of academic work from two groups of Social Sciences students, one comprised of students who had taken the Inquiry course and the other who had not. The student work consists of 1) papers submitted by participants who were asked for the best paper they had written at university and 2) descriptive narratives provided by participants of the steps they took in researching and writing that paper. Qualitative and quantitative analysis by multiple raters using a blinded protocol was conducted. The results show both meaningfully higher paper and skill assessments for students who had taken the inquiry seminar and evidence of transfer of skills and strategy to other learning contexts, supporting the hypothesis that transfer of core skills occurs under particular learning conditions that can be fostered through course design and enhanced through specific pedagogical objectives.
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 | 0.021 | 0.025 |
| 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 | 0.001 |
| 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