Virtual induction ceremonies: Upholding time-honored tradition
Bibliographic record
Abstract
An induction ceremony is a time-honored tradition among honor societies. Designed to recognize new members and denote transition into the society, induction signifies an important step in formal membership. However, with the growth of online education programs, there is a need for honor societies to adapt from traditional on-ground communities to virtual ones. This adaptation includes conducting an induction ceremony virtually to further create a sense of membership belonging and value. Recognizing the importance of upholding a time-honored tradition, a small private liberal arts university in Southwestern Pennsylvania sought to digitally record their international honor society chapter induction ceremony and share it with their distance inductees via their chapter website. Use of the virtual induction began prior to becoming an international chapter and has continued annually for the past 10 years. Therefore, this experience exchange shares strategies for planning and conducting a successful virtual induction ceremony, thus emphasizing the importance of membership induction for all students especially those online.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.001 | 0.016 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".