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Record W2916492339 · doi:10.25810/petq-d773

Media and Climate Change Observatory Monthly Summary - June 2018

2018· article· en· W2916492339 on OpenAlexaboutno aff
Maxwell Boykoff, Ami Nacu-Schmidt

Bibliographic record

VenueCU Scholar (University of Colorado Boulder) · 2018
Typearticle
Languageen
FieldEnvironmental Science
TopicAtmospheric and Environmental Gas Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsObservatoryClimate changeClimatologyMeteorologyEnvironmental scienceGeographyGeologyOceanographyAstronomy

Abstract

fetched live from OpenAlex

June media attention to climate change and global warming was up 6% throughout the world from the previous month of May 2017. There were upticks in Asia (up 10%), the Middle East (up 34%), Africa (up 19%), Central/South America (up 38%), and Europe (up 12%), while holding relatively steady in Oceania. The Media and Climate Change Observatory (MeCCO) detected a decrease in coverage in North America (down 6%). However, the global numbers were down about 35% from counts a year ago (June 2017), when the high levels of coverage in June 2017 were largely attributed to reactions to United States (US) President Donald J. Trump’s withdrawal from the Paris Climate Agreement. At the country level, coverage held relatively steady from the previous month in Australia and New Zealand. Meanwhile, it went up from the previous month in India (+15%), Spain (+40%), the United Kingdom (UK) (+12%), Canada (+21%), and Germany (+56%), while it went down in the United States (-18%).

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.054
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.016
GPT teacher head0.193
Teacher spread0.177 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2018
Admission routes1
Has abstractyes

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