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
This edited collection addresses climate change journalism from the perspective of temporality, showcasing how various time scales—from geology, meteorology, politics, journalism, and lived cultures—interact with journalism around the world. Analyzing the meetings of and schisms between various temporalities as they emerge from reporting on climate change globally, Climate Change and Journalism: Negotiating Rifts of Time asks how climate change as a temporal process gets inscribed within the temporalities of journalism. The overarching question of climate change journalism and its relationship to temporality is considered through the themes of environmental justice and slow violence, editorial interventions, ecological loss, and political and religious contexts, which are in turn explored through a selection of case studies from the US, France, Thailand, Brazil, Australia, Spain, Mexico, Canada, and the UK. This is an insightful resource for students and scholars in the fields of journalism, media studies, environmental communication, and communications generally.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.724 | 0.974 |
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