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
Dr. J. W. Grant MacEwan, educator, environmentalist, politician and MacEwan University’s namesake once said… …about the planet “Thou shalt love and cherish the Great World of Nature, God’s House on loan to us for a season. Conscientious tenants should aspire to nothing less the lofty, practical and moral roles of caretakership. Good citizens should be grateful for the privilege and honor of answering to the challenge of those roles commonly known as conservation and environmental protection.” …about the people “Thou shalt despise the sins of extravagance and waste in the lives of both individuals and nations. In a world with limited resources and soaring populations, both breed hunger and misery.” …and, about profits… “Consider well thy regard for money. In the lives of young people, exercises in making and saving money may be good but when wealth becomes a object of worship for wealth’s sake or is accumulated in greedy and dishonest ways, there is not much to be said for it and there are many better shapes for a lifetime purpose. ” Although these assertions were made more than 40 years ago, they could not be more contemporary.
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) | 0.030 | 0.013 |
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