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
<JATS1:p>Animator Norman McLaren is best known for his experimental films using pioneering techniques and his work as founder of the animation department of the National Film Board of Canada (NFB), but little mention is made of his Scottish heritage or his personal life. Nichola Dobson examines some of the key events and people in his life through a close examination of his key works and his personal papers, and discusses how influential they were. By using archive material to discover his personal identity and close readings of his films, Norman McLaren rediscovers one of the most important figures in animation history.</JATS1:p> <JATS1:p>Divided into thematic chapters of significant areas of influence, Dobson analyzes his formative years growing up in Scotland and his relationship with fellow Scot, John Grierson; the international travel which influenced him politically and creatively; the creative arts which played a vital part of his life; his collaborations with other artists and his complex, and rarely discussed, personal life. Each of these chapters considers his key films during those periods with a close detailed analysis and a further examination of his life through his correspondence with family and close friends. By featuring this previously un-published material, the book allows much of the consideration of the work to be in McLaren’s own words and offers a deep insight into his vast output of films over nearly 50 years.</JATS1:p>
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.010 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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