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Record W7025035785

2/14/22: Ukraine Escalation, Trucker Convoy, Clinton Spying, Trump's Toilet, CNN Derangement, Obama's Delusion, Afghanistan Crisis, & More!

2022· other· en· W7025035785 on OpenAlexaboutno aff

Bibliographic record

VenueBulletin of Miscellaneous Information (Royal Gardens Kew) · 2022
Typeother
Languageen
FieldEnvironmental Science
TopicCOVID-19 impact on air quality
Canadian institutionsnot available
Fundersnot available
KeywordsAdministration (probate law)White (mutation)Government (linguistics)White paperCover (algebra)Action (physics)
DOInot available

Abstract

fetched live from OpenAlex

Krystal and Saagar cover the latest Biden administration warmongering in Ukraine, Canada's escalation towards the Trucker convoy, Hillary's campaign operation to spy on Trump, the report Trump flushed White House documents down a toilet, CNN's deranged views on Joe Rogan, Obama's terrible midterm strategy for Dems, the real history of NATO, and Biden's decision to steal billions from Afghanistan.To become a Breaking Points Premium Member and watch/listen to the show uncut and 1 hour early visit: https://breakingpoints.supercast.com/To listen to Breaking Points as a podcast, check them out on Apple and SpotifyApple: https://podcasts.apple.com/us/podcast/breaking-points-with-krystal-and-saagar/id1570045623 Spotify: https://open.spotify.com/show/4Kbsy61zJSzPxNZZ3PKbXl Merch: https://breaking-points.myshopify.com/Ali Latifi's work: https://authory.com/Ali https://www.businessinsider.com/facing-hunger-desperate-afghans-are-selling-their-kidneys-for-money-2022-1 Learn 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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.916
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.9390.023

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.

Opus teacher head0.010
GPT teacher head0.234
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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Same venueBulletin of Miscellaneous Information (Royal Gardens Kew)Same topicCOVID-19 impact on air qualityFrench-language works237,207