Bibliographic record
Abstract
Attending a tutoring session can be challenging for students. In addition to general anxiety, cultural norms and bad experiences may deter students from pursuing tutoring. Additionally, if the experience is unpleasant, students may not return despite the potential benefits. Anxiety is detrimental to learning, so an anxiety-ridden student will not receive a fulfilling learning experience. Therefore, part of a tutor’s responsibility is ensuring their tutee has a positive tutoring experience in a comfortable environment that fosters genuine learning. However, how does a tutor provide a positive experience?“Tutoring with the Vampire” is a creative non-fiction short story highlighting how a tutor can create a good environment, looking at the benefits of breaking the ice, building rapport, and avoiding appropriation. The short story obeys the rule “show, don’t tell” as it strives to demonstrate that these are three beneficial things for tutors to consider while utilizing scholarly sources. In addition, the narrative prose shows the reader a positive tutoring experience, allowing the reader to envision the examples in a straightforward fashion.
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.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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; a candidate call from one teacher head, not a consensus.
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".