Daniel Spivak's whirlwind trip to the IIHF World Championships
Bibliographic record
Abstract
Daniel Spivak, who recently completed a successful rookie season with the Division I RIT men's hockey team, was selected to play for the Israeli National Team, as they competed in the Division II International Ice Hockey Federation World Championships from April 7 - April 13 in Novi Sad, Serbia. Although the Isreali National team finished 1-4, it was an excellent 10 days of travel and hockey for Spivak, a native of Thornhill, Ontario. In Israel's final contest against Iceland on April 13, Spivak was named his team's most outstanding player. He led all Israeli defensemen and was tied for eighth overall among blue-liners with a goal and two assists for three points during the Championships. Spivak left North America on Saturday, April 4, and arrived back on the campus of RIT on Thursday, April 16. The Tiger Beat takes you behind the scenes with the members of RIT University News-- the news and public relations division of Rochester Institute of Technology. Get the "story behind the story" and an insider's look at who we are and what we do to publicize RIT news.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.044 | 0.014 |
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".