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Wildland fire in ecosystems: effects of fire on flora

2000· report· en· 574 citations· W2885865149 on OpenAlex· 10.2737/rmrs-gtr-42-v2

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.

About CanadaIts subject is Canada, wherever its authors sit.

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 head0.007
GPT teacher head0.222
Teacher spread
0.215 · 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

VOLUME 2: This state-of-knowledge review about the effects of fire on flora and fuels can assist land managers with ecosystem and fire management planning and in their efforts to inform others about the ecological role of fire. Chapter topics include fire regime classification, autecological effects of fire, fire regime characteristics and postfire plant community developments in ecosystems throughout the United States and Canada, global climate change, ecological principles of fire regimes, and practical considerations for managing fire in an ecosytem context.

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
Topic
Fire effects on ecosystems
Field
Environmental Science
Canadian institutions
Funders
Keywords
Fire ecologyFire regimeEcosystemContext (archaeology)Environmental resource managementFire protectionEnvironmental scienceFlora (microbiology)Disturbance (geology)EcologyWildfire suppressionGeographyEngineeringCivil engineeringBiology
Has abstract in OpenAlex
yes