An integrated approach to teaching and learning logistics: A case study
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
Business managers and students often criticise university teaching for not addressing real-life problems. Furthermore, professors are dissatisfied with the research capabilities of postgraduate students. This paper advocates an integrated approach to teaching and learning based on the features of project-based learning aimed at enhancing the practical and research skills of undergraduate students in Logistics. A case study is presented where third-year students were engaged in a real-life project in collaboration with industry, exposing them to collaborative learning, questionnaire design, surveys, analysing and evaluating results, literature review and report writing. The project was carried out in phases where students were assessed after each phase. The paper analyses the assessment of students and their perception of the value of the project. It is concluded that an integrated teaching and learning approach will increase students’ interest in the subject, understanding of theoretical concepts, research skills, business skills and life skills.
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 | 0.005 | 0.000 |
| 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