2/22: Sports Update: Lakers down Rockets, Bucks edge Celtics, Nike under microscope, Shiffrin taking a break
Bibliographic record
Abstract
2/22: Sports Update: Lakers down Rockets, Bucks edge Celtics, Nike under microscope, Shiffrin taking a break The Lakers complete a 19 point comeback to beat the Rockets 111 - 106...coach Luke Walton says the key was to contain James Harden...who was held to just 30 points...apa053739-Actuality--LOS ANGELES-(Luke Walton, Lakers coach, with reporters)-"threes without fouling"-Lakers coach Luke Walton says they did a good job defensively in holding James Harden to 30 points.The Bucks end the Celtics winning streak at four, just holding on 98-97...it almost slipped away but forward Giannis Antetokounmpo says he's not worried about their inefficient play...apa053730-Actuality--MILWAUKEE-(Giannis Antetokounmpo (YAH'-nihs an-teh-toh-KOON'-poh), Bucks forward, with 30 points)-"to watch tape"-Bucks forward Giannis Antetokounmpo says he is not discouraged by Bucks inefficient play.####On the ice, the world champs looking for some consistency, beat the Maple Leafs 3 - 2...Capitals captain Alexander Ovechkin scored two goals including career number 650...but says goalie Braden Holtby gets credit for this win..apa053717-Actuality--TORONTO-(Alex Ovechkin, Capitals forward, with 2 goal, career-number 650)-"today was unstoppable"-Capitals captain Alexander Ovechkin says Washington netminder Braden Holtby shut the door late in the game to preserve the win.####Elsewhere:The injury to Duke star Zion Williamson and the shoe that led to it got some serious ripping on social media and led to a bit of a drop for Nike stock.The Padres officially announced their 10 year, 300 million dollar deal with Manny MachadoFIFA bans Chelsea from signing players for two transfer windows for recruiting violationsand Team U-S-A skier Mikaela Shiffrin says she's taking a break and will miss World Cup races in Switzerland and Russia####
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.876 | 0.844 |
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; the direct Gemma label and the distilled Codex classifier 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".