MétaCan
← all works

The Dark Side of Light: A Transdisciplinary Research Agenda for Light Pollution Policy

2010· article· en· 614 citations· W2304776354 on OpenAlex· 10.5751/es-03685-150413

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian venueIt was published in a Canadian venue.

No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.027
GPT teacher head0.343
Teacher spread
0.316 · how far apart the two teachers sit on this one work
Validation status
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

Abstract

Hölker, F., T. Moss, B. Griefahn, W. Kloas, C. C. Voigt, D. Henckel, A. Hänel, P. M. Kappeler, S. Völker, A. Schwope, S. Franke, D. Uhrlandt, J. Fischer, R. Klenke, C. Wolter, and K. Tockner. 2010. The dark side of light: a transdisciplinary research agenda for light pollution policy. Ecology and Society 15(4): 13. https://doi.org/10.5751/ES-03685-150413

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.

The record

Venue
Ecology and Society
Topic
Impact of Light on Environment and Health
Field
Environmental Science
Canadian institutions
Funders
Leibniz-GemeinschaftFreie Universität BerlinBundesministerium für Bildung und Forschung
Keywords
Light pollutionGreat RiftMossEnvironmental policyPolitical scienceGeographyEcologyPhysicsEnvironmental planningBiologyOpticsAstronomy
Has abstract in OpenAlex
yes