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
Abstract Reid Allen Bryson (1920–2008) was a forceful orator who consistently fought against institutional pressures to get his messages out to the public. In the 1960s, Bryson was a leader in the wider academic turn toward politically charged interdisciplinarianism. To the dismay of many of his colleagues, he publicly made climatological prognoses in the 1970s, becoming a significant figure in the media landscape. He was not swayed by the arguments for global warming, even as the framing became the recognized face of climate change in the late 1980s. By examining the controversies that Bryson instigated and the currents that he swam against, we can see the wider community crystallizing and promoting positions that may have previously gone unstated. In addition, Bryson's personal contribution to the rise of climate discourse has been underexplored in the historical literature. Bryson was instrumental in bringing climate onto the political radar during the World Food Crisis of 1973, shocking both the US and Canadian political establishments into paying more attention to the issue. Bryson's narrative linking climate change to both food supply and a series of climate anomalies in the 1970s remained predominant in the first World Climate Conference of 1979. Bryson also helped break a seal on climatologists speaking directly to the media, leading to unprecedented climate discourse in the 1970s and giving climate change a springboard to become one of the defining issues of the 21st century. This article is categorized under: Climate, History, Society, Culture > Thought Leaders
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.004 |
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