Handwritten radio script regarding 'the LCP government has failed to develop our export earning industries, or to limit our imports to the extent necessary to remain solvent and develop our economy'.
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
Goodevening, Under the Menzies Govt.Australia is only paying her way because of adverse overseas trade behaviour, by importing foreign capital.The L.C.P. Govt has failed to develop our export-earning industries, or to limit our imports, to the extent necessary to remain solvent & develop our economy at a reasonable rate without an inflow of foreign capital.Now there are various advantages claimed for this inflow of capital.Let me list them.(p.2.* We can only control this problem and save ourselves from the disastrous situation of foreign economic domination in which Canada now finds herself, by Labor's policy of capital issues control, screening of foreign capital imports, selective import controls, and planned public development to boost our export earnings.That policy, of course, the government bitterly opposes, so it is essential for our wellbeing to defeat the government & elect Labor in this year's election.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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