Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Michael Remis fills in the host chair for the vacationing Andrew \\"Hustler\\" Paterson. Michael and Connor Hrabchak count down to the evening's Winnipeg Jets game vs. the San Jose Sharks. Guests: Manitoba Sports Historian Joe Pascucci (27:53) and Murat Ates of The Athletic (53:34).Join the Winnipeg Sports Talk Mailing List - http://eepurl.com/hP4CBPCanadian Whisky Masterclass - https://bit.ly/3SnbNINFollow Andrew \\"Hustler\\" Paterson on Twitter: http://www.twitter.com/hustleramaFollow Michael Remis on Twitter: http://www.twitter.com/mremisFollow Joe Pascucci on Twitter: http://www.twitter.com/pascucci015Follow Murat Ates on Twitter: http://www.twitter.com/wpgmuratFollow Connor Hrabchak on Twitter: http://www.twitter.com/connorhrabchak1Winnipeg Sports Talk Links:Spotify: https://spoti.fi/3bboDpa??Apple Podcasts: https://apple.co/30nIf3v??Website: http://www.winnipegsportstalk.comDiscord: https://discord.gg/eZxKeEZdsbTwitter: http://www.twitter.com/sportstalkwpg??Facebook: http://www.facebook.com/sportstalkwpg??Instagram: http://www.instagram.com/sportstalkwpg?TikTok: https://www.tiktok.com/@sportstalkwpgStore: http://store.winnipegsportstalk.comNewsletter: http://eepurl.com/hP4CBPThumbnail Photo Credit: (c) Robert Edwards-USA TODAY SportsBecome a member of our channel here: https://www.youtube.com/channel/UCEqYcU4IEXvfWt0vtGA_Cww/joinLearn more about your ad choices. Visit megaphone.fm/adchoices
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.649 | 0.085 |
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 it