The Polytechnic Predicament: An Exploratory Study in Tutor Perceptions of Information Literacy
Bibliographic record
Abstract
The purpose of this exploratory case study is to consider from peer tutors’ perspective the relevance of information literacy (IL) in their roles as tutors, students and in their everyday lives. The research used a qualitative methodology, wherein nine participants shared thoughts and reflections in course discussion forums in response to six online modules, each outlining one the the six frames of the ACRL information literacy framework. The data-gathering phase of the study was bookended by focus groups that were also recorded. Analysis of these various discussions reveals that while tutors see the relevance of IL in their everyday lives, their responses in terms of their roles as tutors and students varies depending on the nature of their program. The need to budget research time efficiently in response to a heavy course load prevents some from pursuing information more broadly or deeply than strictly necessary. The paper considers implications of these insights for further inquiry into the library’s role in advancing IL development in a polytechnical environment.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.176 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".