HiFi Radio with "The Wolf on Bay Street" Wolfgang Klein - Saturday, July 24th, 2021
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
With hosts Wolfgang Klein and Jack Hardill. This week, Wolfgang and Jack welcome two guests:Jennifer Radman: In addition to being Head of Investments & Senior Portfolio Manager at Caldwell Investment Management Ltd., Jennifer is also the lead equity Portfolio Manager on the Caldwell North American Fund and lead Portfolio Manager on the Caldwell U.S. Dividend Advantage Fund - as well as the Caldwell Canadian Value Momentum Fund.Marc-Andre Gaudreau: Joining Dynamic in 2012, Marc-Andre is the head of the credit team, which is responsible for overseeing over $5.3 billion in credit-related asset classes and floating rate - as well as credit absolute - return strategies
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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.367 | 0.008 |
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