← all works
Evaluating Spatio-temporal Complexities of Forest Management: An Integrated Agent-based Modeling and GIS Approach
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 affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
The three-model screen
all 1,000 screened works →All three models called this out of scope.
stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: high
Agent-based modeling and GIS approach to forest management complexities; the object is forest management.
GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high
The study models forest-management complexity, not research itself.
Grok 4.5OUT
genre: empirical
about Canada: no
confidence: medium
Agent-based modeling of forest management; environmental modeling domain, not research practice.
Abstract
No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
The record
- Venue
- Environmental Modeling & Assessment
- Topic
- Land Use and Ecosystem Services
- Field
- Environmental Science
- Canadian institutions
- Simon Fraser University
- Funders
- —
- Keywords
- Geographic information systemCover (algebra)Forest managementComputer scienceEnvironmental resource managementLand coverQuality (philosophy)Agent-based modelLand useGeographyEnvironmental scienceCartographyAgroforestryEngineeringCivil engineeringArtificial intelligence
- Has abstract in OpenAlex
- no