UND’s newest ‘Golden Boy’ returns to UND after heroic stint with Team USA
Bibliographic record
Abstract
UND’s newest ‘Golden Boy’ returns to UND after heroic stint with Team USA UND freshman forward Rocco Grimaldi is back on campus this week after representing his country in grand fashion at the 2013 World Junior Championship under-20 ice hockey tournament in Ufa, Russia. Grimaldi, a Rossmore, Calif., native, saved his best act for the finale, scoring the game-tying and game-winning goals for Team USA for a 3-1 victory in the gold medal match against Sweden. For his exploits, the diminutive and lightning-quick UND hockey star was named player of the game in the championship match. Grimaldi became UND's 19th medalist at the World Junior Championship and the 12th to take the gold medal. USA has won three gold medals since 2004. Grimaldi has 8 goals and 10 assists in 22 games played for UND over two seasons. He played only four games in 2011-2012 due to injuries, allowing him to retain his freshman status this year. Grimaldi is expected to re-enter the UND lineup Jan. 11-12 against Colorado College at Ralph Engelstad Arena. UND's World Junior Championship Medalists 1982 Troy Murray, Canada, GoldJames Patrick, Canada, Gold 1983 James Patrick, Canada, BronzeGord Sherven, Canada, Bronze 1985 Brad Berry, Canada, Gold 1990 Jason Herter, Canada, Gold 1991 Greg Johnson, Canada, Gold 1992 Marty Schriner, United States, Bronze 2004 Brady Murray, United States, GoldZach Parise*, United States, Gold Drew Stafford, United States, Gold 2006 Jonathan Toews, Canada, Gold 2007 Jonathan Toews, Canada, GoldTaylor Chorney, United States, BronzeBrian Lee, United States, Bronze 2010 Danny Kristo, United States, Gold 2011 Derek Forbort, United States, BronzeBrock Nelson, United States, Bronze 2012 Rocco Grimaldi, United States, Gold * - Indicates tournament MVP David Dodds University Relations Writer/Editor
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.011 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.190 | 0.083 |
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".