MétaCan
Menu
Back to cohort
Record W4230736602 · doi:10.1126/science.348.6235.628

Brave new world <b>The E-Waste Tragedy</b> <i>Cosima Dannoritzer, director</i> . Media 3.14, Spain, 2014. 86 minutes. <b>Tiger Tiger</b> <i>George Butler, director</i> . White Mountain Films, United States, 2015. 90 minutes. <b>Just Eat It: A Food Waste Story</b> <i>Grant Baldwin, director</i> . Peg Leg Films, Canada, 2014. 75 minutes. <b>Seeds of Time</b> <i>Sandy McLeod, director</i> . Hungry, United States, 2014. 77 minutes. <b>Bikes vs Cars</b> <i>Fredrik Gertten, director</i> . WG Film, Sweden, 2015. 88 minutes. <b>Cowspiracy: The Sustainability Secret</b> <i>Kip Andersen and Keegan Kuhn, directors</i> . A.U.M. Films and First Spark Media, United States, 2014. 91 minutes. <b>Return of the River</b> <i>John Gussman and Jessica Plumb, directors</i> . Elwhafilm LLC, United States, 2014. 70 minutes. <b>Who Owns Water</b> <i>David Hanson, Michael Hanson, Andrew Kornylak, directors</i> . MoDoc and Fourmile Media, United States, 2014. 50 minutes. <b>Gambling on Extinction</b> <i>Jakob Kneser, director</i> . Real to Reel Productions Inc., a&amp;o buero filmproduktion, Germany, 2014. 52 minutes.

2015· article· en· W4230736602 on OpenAlexaboutno aff

Bibliographic record

VenueScience · 2015
Typearticle
Languageen
FieldArts and Humanities
TopicEcocriticism and Environmental Literature
Canadian institutionsnot available
FundersNewnham College, University of Cambridge
KeywordsTigerGeorge (robot)White (mutation)Tragedy (event)Movie theaterMedia studiesPolitical scienceEnvironmental ethicsSociologyHistoryArt historySocial science

Abstract

fetched live from OpenAlex

Each March, the museums, embassies, libraries and local theaters of Washington, DC play host to a festival of films that shed light on pressing environmental issues. Many of the screenings are free, and all are open to the public. A number of this year's films sought to draw specific attention to climate change, a move organizers' hoped would help the festival "serve as a signpost" on the route to the 2015 United Nations Climate Conference, which will be held later this year in Paris, France. Other films challenged audiences to confront the role of humans in wildlife extinction, invited viewers to think twice about our seemingly insatiable appetites for food and fuel, and encouraged the adoption of more sustainable ways of life. Read on to see what our reviewers thought of 9 of this year's films.

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)0.011
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.421
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.003
Meta-epidemiology (narrow)0.0080.006
Meta-epidemiology (broad)0.0080.001
Bibliometrics0.0060.009
Science and technology studies0.0080.015
Scholarly communication0.0040.005
Open science0.0070.004
Research integrity0.0020.006
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 head0.017
GPT teacher head0.217
Teacher spread0.199 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueScienceSame topicEcocriticism and Environmental LiteratureFrench-language works237,207