Pinus edulis Hot/Dry scenario change categories (2035)

Projected suitable habitat models were constructed in randomForest (R package, version 4.6-10) using a set of presence points for the species derived from element occurrence and herbarium records, together with temperature, precipitation, and soil variables. The current distribution used modeled historic period (1970-2000) climate variables from the appropriate matching GCM model run. These model parameters were then used with projected climate data to get future (2020-2050) modeled suitable habitat for each scenario. Modeled past suitable habitat and modeled future suitable habitat are combined to show areas of change, using various thresholds to distinguish change categories, as well as current mapped pinyon occupied habitats from LANDFIRE existing vegetation (version 1.3.0). Current occupied habitat is represented as areas with probability greater than the all-scenario average model-reported threshold (sensitivity = specificity) AND currently mapped as PIED. These probability threshold levels were also applied to projected future habitat (since we have no “future” mapping), with the final model was classified as: Value Habt Class Current 2035 1 Lost >= 0.83 = 0.83 >= 0.52 and = 0.83 >= 0.83 4 Emergent = 0.83 0 none of the above where: 0.83 is the average probability of occurrence value from the 3 scenarios, current timeframe, where PIED is known to occur (using LANDFIRE vegetation). 0.52 is the average probability of occurrence value from the 3 scenarios, current timeframe, where the model specificity = the model sensitivity.

Data and Resources

Field Value
accessLevel public
bureauCode {010:00}
catalog_@context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
catalog_conformsTo https://project-open-data.cio.gov/v1.1/schema
catalog_describedBy https://project-open-data.cio.gov/v1.1/schema/catalog.json
datagov_dedupe_retained 20220721161856
identifier 1a219b99-0181-4ad7-8073-9df31a85a4e4
metadata_type geospatial
modified 2018-11-29
old-spatial {"type": "Polygon", "coordinates": [[[-109.1583, 36.9167], [-101.95, 36.9167], [-101.95, 41.0833], [-109.1583, 41.0833], [-109.1583, 36.9167]]]}
publisher Climate Adaptation Science Centers
resource-type Dataset
source_datajson_identifier true
source_hash ff7b9a09e0d547b6cb52ca81851efc1fc52ffbd6
source_schema_version 1.1
spatial {"type": "Polygon", "coordinates": [[[-109.1583, 36.9167], [-101.95, 36.9167], [-101.95, 41.0833], [-109.1583, 41.0833], [-109.1583, 36.9167]]]}
theme {geospatial}
Groups
  • AmeriGEOSS
  • National Provider
  • North America
Tags
  • amerigeo
  • amerigeoss
  • ckan
  • colorado
  • geo
  • geoss
  • national
  • north-america
  • united-states
isopen False
license_id notspecified
license_title License not specified
maintainer Colorado Natural Heritage Program (Point of Contact)
maintainer_email michelle.fink@colostate.edu
metadata_created 2025-11-20T20:24:52.837648
metadata_modified 2025-11-20T20:24:52.837652
notes Projected suitable habitat models were constructed in randomForest (R package, version 4.6-10) using a set of presence points for the species derived from element occurrence and herbarium records, together with temperature, precipitation, and soil variables. The current distribution used modeled historic period (1970-2000) climate variables from the appropriate matching GCM model run. These model parameters were then used with projected climate data to get future (2020-2050) modeled suitable habitat for each scenario. Modeled past suitable habitat and modeled future suitable habitat are combined to show areas of change, using various thresholds to distinguish change categories, as well as current mapped pinyon occupied habitats from LANDFIRE existing vegetation (version 1.3.0). Current occupied habitat is represented as areas with probability greater than the all-scenario average model-reported threshold (sensitivity = specificity) AND currently mapped as PIED. These probability threshold levels were also applied to projected future habitat (since we have no “future” mapping), with the final model was classified as: Value Habt Class Current 2035 1 Lost >= 0.83 < 0.52 2 Threatened >= 0.83 >= 0.52 and < 0.83 3 Persistent >= 0.83 >= 0.83 4 Emergent < 0.83 >= 0.83 0 none of the above where: 0.83 is the average probability of occurrence value from the 3 scenarios, current timeframe, where PIED is known to occur (using LANDFIRE vegetation). 0.52 is the average probability of occurrence value from the 3 scenarios, current timeframe, where the model specificity = the model sensitivity.
num_resources 1
num_tags 9
title Pinus edulis Hot/Dry scenario change categories (2035)