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Improved logistic models of crown fire probability in Canadian conifer forests

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-09015-3openalex-snapshot
Wildland Fuel Fundamentals and Applications
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The 10% wind speed rule of thumb for estimating a wildfire’s forward rate of spread in forests and shrublands
inferredcites →https://doi.org/10.1016/0895-7177(90)90095-5openalex-snapshot
Perspectives on experimental fires in Canadian forestry research
inferredcites →https://doi.org/10.1016/j.ecolmodel.2010.10.023openalex-snapshot
Linking 3D spatial models of fuels and fire: Effects of spatial heterogeneity on fire behavior
inferredcites →https://doi.org/10.1016/j.firesaf.2016.02.005openalex-snapshot
Sub-canopy forest winds: understanding wind profiles for fire behaviour simulation
inferredcites →https://doi.org/10.1016/j.foreco.2005.01.034openalex-snapshot
Basic principles of forest fuel reduction treatments
inferredcites →https://doi.org/10.1016/j.foreco.2006.08.174openalex-snapshot
CFIS: A software tool for simulating crown fire initiation and spread
inferredcites →https://doi.org/10.1016/j.foreco.2009.11.030openalex-snapshot
Spatial variability in microclimate in a mixed-conifer forest before and after thinning and burning treatments
inferredcites →https://doi.org/10.1016/j.foreco.2016.04.005openalex-snapshot
Seasonal variations in red pine (Pinus resinosa) and jack pine (Pinus banksiana) foliar physio-chemistry and their potential influence on stand-scale wildland fire behavior
inferredcites →https://doi.org/10.1016/j.fuel.2022.124490openalex-snapshot
Stages and time-scales of ignition and burning of live fuels for different convective heat fluxes
inferredcites →https://doi.org/10.1016/s0082-0784(63)80091-0openalex-snapshot
The size of flames from natural fires
inferredcites →https://doi.org/10.1016/s0378-1127(99)00116-4openalex-snapshot
The use of shaded fuelbreaks in landscape fire management
inferredcites →https://doi.org/10.1017/s0022112061000573openalex-snapshot
A study of natural convection above a line fire
inferredcites →https://doi.org/10.1023/a:1011641601076openalex-snapshot
Flammability Assessment of Mediterranean Forest Fuels
inferredcites →https://doi.org/10.1038/nclimate1293openalex-snapshot
A drought-induced pervasive increase in tree mortality across Canada's boreal forests
inferredcites →https://doi.org/10.1071/9781486309092openalex-snapshot
Wildland Fire Behaviour
inferredcites →https://doi.org/10.1071/wf04061openalex-snapshot
Predicting the ignition of crown fuels above a spreading surface fire. Part I: model idealization
inferredcites →https://doi.org/10.1071/wf05021openalex-snapshot
Science, technology, and human factors in fire danger rating: the Canadian experience.
inferredcites →https://doi.org/10.1071/wf06087openalex-snapshot
Stand-specific litter moisture content calibrations for the Canadian Fine Fuel Moisture Code
inferredcites →https://doi.org/10.1071/wf06142openalex-snapshot
Wildland surface fire spread modelling, 1990–2007. 2: Empirical and quasi-empirical models
inferredcites →https://doi.org/10.1071/wf08132openalex-snapshot
Assessing crown fire potential in coniferous forests of western North America: a critique of current approaches and recent simulation studies
inferredcites →https://doi.org/10.1071/wf11001openalex-snapshot
Interdependencies between flame length and fireline intensity in predicting crown fire initiation and crown scorch height
inferredcites →https://doi.org/10.1071/wf11128openalex-snapshot
Atmospheric interactions with wildland fire behaviour – I. Basic surface interactions, vertical profiles and synoptic structures
inferredcites →https://doi.org/10.1071/wf12008openalex-snapshot
Assessing the effect of foliar moisture on the spread rate of crown fires
inferredcites →https://doi.org/10.1071/wf21049openalex-snapshot
Crown fuel consumption in Canadian boreal forest fires
inferredcites →https://doi.org/10.1071/wf21171openalex-snapshot
Evidence for lack of a fuel effect on forest and shrubland fire rates of spread under elevated fire danger conditions: implications for modelling and management
inferredcites →https://doi.org/10.1086/336289openalex-snapshot
Changes in Moisture Contents and Dry Weights of Buds and Leaves of Forest Trees
inferredcites →https://doi.org/10.1093/forestscience/37.5.1314openalex-snapshot
The Acceleration of Fire from Point Source to Equilibrium Spread
inferredcites →https://doi.org/10.1093/forestscience/50.5.640openalex-snapshot
Modeling the Likelihood of Crown Fire Occurrence in Conifer Forest Stands
inferredcites →https://doi.org/10.1093/wjaf/21.4.228openalex-snapshot
Role of Foliar Moisture Content in the Silvicultural Management of Forest Fuels
inferredcites →https://doi.org/10.1139/cjfr-2020-0314openalex-snapshot
Fifty years of wildland fire science in Canada
inferredcites →https://doi.org/10.1139/x04-054openalex-snapshot
Crown fire behaviour in a northern jack pine black spruce forest
inferredcites →https://doi.org/10.1139/x04-188openalex-snapshot
Impact of stand structure on surface fire ignition potential in Picea abies and Pinus sylvestris forests in southern Finland
inferredcites →https://doi.org/10.1139/x08-192openalex-snapshot
Forest floor fuel consumption and carbon emissions in Canadian boreal forest fires
inferredcites →https://doi.org/10.1139/x72-006openalex-snapshot
Duff Consumption by Fire in Eastern Pine Stands
inferredcites →https://doi.org/10.1139/x77-004openalex-snapshot
Conditions for the start and spread of crown fire
inferredcites →https://doi.org/10.1139/x86-029openalex-snapshot
Foliar moisture content variations in four coniferous tree species of central Alberta
inferredcites →https://doi.org/10.1139/x87-014openalex-snapshot
Fire behavior in immature jack pine
inferredcites →https://doi.org/10.1139/x87-112openalex-snapshot
Fuel succession in a western hemlock/Douglas-fir forest
inferredcites →https://doi.org/10.1139/x88-058openalex-snapshot
A dimensionless correlation for the spread of wind-driven fires
inferredcites →https://doi.org/10.1139/x89-119openalex-snapshot
Fire behavior in mature jack pine
inferredcites →https://doi.org/10.1139/x93-034openalex-snapshot
A time to ignition–temperature–moisture relationship for branches of three western conifers
inferredcites →https://doi.org/10.1139/x93-062openalex-snapshot
Prediction of crown fire behavior in two stands of jack pine
inferredcites →https://doi.org/10.1186/s12864-019-6413-7openalex-snapshot
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
inferredcites →https://doi.org/10.1214/aos/1176349027openalex-snapshot
Model Selection Via Multifold Cross Validation
inferredcites →https://doi.org/10.21105/joss.00584openalex-snapshot
The vtreat R package: a statistically sound data processor for predictive modeling
inferredcites →https://doi.org/10.2307/1313612openalex-snapshot
Microclimate in Forest Ecosystem and Landscape Ecology
inferredcites →https://doi.org/10.2307/2403152openalex-snapshot
Scope 18: The Role of Fire in Northern Circumpolar Ecosystems.
inferredcites →https://doi.org/10.2737/int-rp-359openalex-snapshot
Modeling moisture content of fine dead wildland fuels: Input to the BEHAVE fire prediction system
inferredcites →https://doi.org/10.2737/int-rp-438openalex-snapshot
Predicting behavior and size of crown fires in the northern Rocky Mountains
inferredcites →https://doi.org/10.2737/pnw-gtr-891openalex-snapshot
Synthesis of knowledge of extreme fire behavior: volume 2 for fire behavior specialists, researchers, and meteorologists
inferredcites →https://doi.org/10.2737/rmrs-rp-29openalex-snapshot
Assessing crown fire potential by linking models of surface and crown fire behavior
inferredcites →https://doi.org/10.3390/fire3030028openalex-snapshot
Recent Crown Thinning in a Boreal Black Spruce Forest Does Not Reduce Spread Rate nor Total Fuel Consumption: Results from an Experimental Crown Fire in Alberta, Canada
inferredcites →https://doi.org/10.3390/fire3030035openalex-snapshot
Stand-Level Fuel Reduction Treatments and Fire Behaviour in Canadian Boreal Conifer Forests
inferredcites →https://doi.org/10.3390/fire3030037openalex-snapshot
Using Infrared Imagery to Assess Fire Behaviour in a Mulched Fuel Bed in Black Spruce Forests
inferredcites →https://doi.org/10.3390/fire4040081openalex-snapshot
Georeferencing Oblique Aerial Wildfire Photographs: An Untapped Source of Fire Behaviour Data
inferredcites →https://doi.org/10.3390/fire5010001openalex-snapshot
New In-Flame Flammability Testing Method Applied to Monitor Seasonal Changes in Live Fuel
inferredcites →https://doi.org/10.4230/lipics.esem.2026.21openalex-snapshot
Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation
inferredcites →https://doi.org/10.4996/fireecology.1002010openalex-snapshot
Modeling Wildfire Spread in Mountain Pine Beetle-Affected Forest Stands, British Columbia, Canada
inferredcites →https://doi.org/10.5558/tfc40202-2openalex-snapshot
HISTORY OF A SMALL CROWN FIRE
inferredcites →https://doi.org/10.5558/tfc63008-1openalex-snapshot
Fire Potential in the Spruce Budworm-damaged Forests of Ontario
inferredcites →https://doi.org/10.5558/tfc63340-5openalex-snapshot
Selected Parameters of Fire Behavior and Pinus banksiana Lamb. Regeneration in Eastern Ontario
inferredcites →https://doi.org/10.5558/tfc65450-6openalex-snapshot
The Canadian Forest Fire Danger Rating System: An Overview
inferredcites →https://doi.org/10.5558/tfc66133-2openalex-snapshot
Six Decades of Forest Fire Science in Canada
inferredcites →https://doi.org/10.5558/tfc79976-5openalex-snapshot
Assessing the probability of crown fire initiation based on fire danger indices
inferredcites →https://doi.org/10.5849/wjaf.11-039openalex-snapshot
Conifer Crown Fuel Modeling: Current Limits and Potential for Improvement
inferredcites →https://doi.org/10.6028/nbs.ir.79-1910openalex-snapshot
Purely buoyant diffusion flames :

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Unlocking the Potential of Als Data for Direct Assessment of Fuel Load and Vertical Structure
inferred← citeshttps://doi.org/10.1002/ecs2.70364openalex-snapshot
Extremely large fires shape fire severity patterns across the diverse forests of British Columbia, Canada
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Global Synthesis of Quantification of Fire Behaviour Characteristics in Forests and Shrublands: Recent Progress
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Unlocking the potential of Airborne LiDAR for direct assessment of fuel bulk density and load distributions for wildfire hazard mapping
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Using AutoML and generative AI to predict the type of wildfire propagation in Canadian conifer forests
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Modelling fire behaviour in the lodgepole pine forests of interior British Columbia: An evaluation of models against field evidence
inferred← citeshttps://doi.org/10.1016/j.ecoinf.2026.103975openalex-snapshot
CROWNFIRE-AI: Cloud-hosted software for estimating the risk of extreme crown wildfires using advanced remote sensing techniques and artificial intelligence
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Assessing wildfire potential in a coastal forest watershed, British Columbia, Canada
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Incorporating fire spread simulation and machine learning algorithms to estimate crown fire potential for pine forests in Sichuan, China
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Bridging spatiotemporal wildfire prediction and decision modeling using transformer networks and fuzzy inference systems
inferred← citeshttps://doi.org/10.1071/wf23174openalex-snapshot
Linking crown fire likelihood with post-fire spectral variability in Mediterranean fire-prone ecosystems
inferred← citeshttps://doi.org/10.1071/wf24096openalex-snapshot
Short-term impacts of operational fuel treatments on modelled fire behaviour and effects in seasonally dry forests of British Columbia, Canada
inferred← citeshttps://doi.org/10.1071/wf25233openalex-snapshot
Metrics into management: which measures of landscape moisture best inform wildfire planning and response?
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From Convolution to Attention: Transformer-Based Modeling for Multi-Day Wildfire Spread Forecasting
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Analytical Visualization of Geographical Data for Post-Wildfire Growth of Fuel Types in Canada
inferred← citeshttps://doi.org/10.1111/cag.70065openalex-snapshot
Understanding the human dimensions of wildfire risk at a community level in British Columbia, Canada
inferred← citeshttps://doi.org/10.1111/gcb.70106openalex-snapshot
Extreme Fire Spread Events Burn More Severely and Homogenize Postfire Landscapes in the Southwestern United States
inferred← citeshttps://doi.org/10.1126/sciadv.aeg5802openalex-snapshot
Faster, bigger, more severe: Extreme wildfire spread sets the stage for forest ecosystem change in western and boreal North America
inferred← citeshttps://doi.org/10.1186/s13595-025-01295-6openalex-snapshot
Assessing fuel structure in old-growth eastern hemlock dominated stands of Nova Scotia, Canada
inferred← citeshttps://doi.org/10.1186/s42408-024-00249-zopenalex-snapshot
Fuel types misrepresent forest structure and composition in interior British Columbia: a way forward
inferred← citeshttps://doi.org/10.2139/ssrn.5391119openalex-snapshot
Wildfire Record and its Paleoclimatic Effects in the End-Permian Coals from Southwestern China: Implications for the Mass Extinction at the Permian–Triassic Boundary
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Wildfire record and its paleoclimatic effects in the end-Permian coals from southwestern China: Implications for the mass extinction at the Permian–Triassic Boundary
inferred← citeshttps://doi.org/10.31548/forest/3.2024.43openalex-snapshot
Analysis and forecasting of the scale and impact of forest fires on ecosystems of Ukraine
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The interaction between temperature and rainfall determines the probability of tropical forest fire occurrence in Hainan Island
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Comparison of Different Models to Simulate Forest Fire Spread: A Case Study
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Simple Spread Models for Understory Surface Fires
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NOAH: A Multi-Modal and Sensor Fusion Dataset for Generative Modeling in Remote Sensing
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