Bibliographic record
Abstract
It's our third birthday! Thanks to the millions of you who've watched or listened to Real Talk ever since we launched, and those that have discovered this community more recently. Ryan and Johnny kick off this episode with a special shout out to Real Talkers just like you. 6:25 | Planet Earth's on pace for a three degree rise in temperature, with catastrophic consequences. Meantime, the carbon tax could be on its way out in Canada, and the Supreme Court struck down Ottawa's toxic plastics ban. It's not an easy time to be a climate activist. Seth Klein explains how young people could turn the tide, why the carbon tax was never the silver bullet, and why Canada needs more heat pumps. READ SETH'S BOOK: https://www.sethklein.ca/bookREAD HIS NATIONAL OBSERVER PIECE: https://www.nationalobserver.com/2023...CHECK OUT THE SURVEY RESULTS: https://static1.squarespace.com/stati...\\"APPLY\\" FOR THE YOUTH CLIMATE CORPS: https://www.goodgreenjobsforall.ca/EMAIL THE SHOW: talk@ryanjespersen.com BECOME A REAL TALK PATRON: https://www.patreon.com/ryanjespersen WEBSITE: https://ryanjespersen.com/FOLLOW US ON TIKTOK, TWITTER, & INSTAGRAM: @realtalkrj THANK YOU FOR SUPPORTING OUR SPONSORS! https://ryanjespersen.com/sponsorsThe views and opinions expressed in this show are those of the host and guests and do not necessarily reflect the position of Relay Communications Group Inc. or any affiliates.
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 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 | 0.001 |
| 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) | 0.115 | 0.023 |
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.
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; both teacher heads 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".