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
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.010 |
| Insufficient payload (model declined to judge) | 0.028 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".