Bibliographic record
Abstract
Nunes vs Spencer live blog Nunes will make his first ... Amanda Nunes vs. Felicia Spencer Live Stream UFC 250 live stream, TV guide, start ...\n\nPPV Fight Pass:::@#>>>> http://bit.ly/ufc-all-accees\n\nPPV Fight Pass:::@#>>>> http://bit.ly/ufc-all-accees\n\nHe is the most recent Canadian to take a shot at UFC gold before tonight, when Felicia Spencer faces Amanda Nunes for the featherweight crown in the main event of UFC 250.\n\nThe event will take place at the UFC Apex with no fans in attendance.\n\nThe Montreal-born Spencer has been hearing the comparisons to the Canadian MMA legend and she welcomes them, planning to follow in his title-winning footsteps.\n\n"It’s kinda crazy. People keep putting me in the same sentence as GSP this week and it’s pretty awesome,” said Spencer. “I will kinda bathe in that glory after I get the belt. I know I have a job to do first. The idea of being in that great company and being able to hold the belt up and have a whole nation behind me is pretty awesome.”\n\nSpencer has been impressive in all three of her UFC bouts. She scored a first-round submission victory over Megan Anderson in her debut and added another first round win, via TKO, over Zarah Fairn in her most recent outing.\n\nPerhaps her most notable outing in her three-fight UFC career though, is her unanimous decision loss to Cris Cyborg. Spencer proved that she belonged in that defeat, setting the stage for Saturday’s title fight.\n\nIf Spencer is going to leave the UFC Apex as the new featherweight champion, she will do it as a massive underdog. Spencer says she relishes the chance to surprise everyone and achieve her goal.\n\n"I love the underdog status; I hope I’m always the underdog in a way,” said Spencer. “It’s just nice to know what you’re capable of, and hopefully on that night bring it out and execute what you know you can do. In this case, being such a big underdog, hopefully shock the world.”\n\nNunes will be chasing her own history on Saturday. There have been four simultaneous two-division UFC champions, but none has ever defended both belts while remaining champion in multiple weight classes.\n\nThe Brazilian is riding an impressive 10-fight winning streak that includes a victory over every woman who has held either the bantamweight or featherweight title.\n\nShe has left Ronda Rousey, Miesha Tate, Cris Cyborg, Holly Holm and Germaine de Randamie in her wake, and holds two victories over current flyweight champion Valentina Shevchenko.\n\n"My entire career has been big moments and I’ve always been able to handle it. Saturday is a big moment again,” Nunes told UFC.ca. “My mind is going to be so ready for that moment because my whole career was built in big moments, tough opponents, high adrenaline and I was strong; my mind was strong, and my body was strong enough to handle it all.”\n\nAlex Caceres and Chase Hooper will headline the UFC 250 prelims which will air LIVE at 7 p.m. ET/4 p.m. PT on TSN1, TSN4, TSN5 and TSN Direct.\n\nCaceres enters the featherweight bout off of a victory over Steven Peterson at Fight Night: dos Anjos vs. Edwards last July.\n\nThe 31-year-old has alternated wins and losses in his last six fights and will be looking to start building some momentum on a winning streak.\n\nHooper holds an undefeated 9-0-1 record and will be fighting in his second UFC bout. The 20-year-old earned a first-round TKO victory over Daniel Teymur at UFC 245 in his Octagon debut.\n\n"As soon as they brought the name up, I immediately recognized it,”“But yeah, I think that’s what I’m here to do, is to try and fight the best guys and just show how g
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.920 | 0.872 |
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".