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(PDF) All J. GIS/remote sensing techniques for resource management and biodiversity protection in mountainous regions. Botanica Orientalis | John All - Academia.edu

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Geoinformatic tools including GIS and remote sensing can be integrated to provide regional-scale data products across time for use in strategic and management level policymaking. Several principles are discussed to ensure that geoinformatics data and analysis can effectively contribute to resource management by clarifying issues and minimizing misinterpretation. A case study in the Chilean Andes elucidates these principles. Biological impacts of recent climate changes have not been equal across different ecosystems and stable forest ecosystems provide the best response to climate change. Geoinformatics is used to differentiate functional ecological groups and evaluate long-term resilience to climate change.","grobid_abstract_attachment_id":"50793962"},"document_type":"paper","pre_hit_view_count_baseline":null,"quality":"high","language":"en","title":"All J. GIS/remote sensing techniques for resource management and biodiversity protection in mountainous regions. Botanica Orientalis","broadcastable":true,"draft":null,"has_indexable_attachment":true,"indexable":true}}["work"]; window.loswp.workCoauthors = [57745574]; window.loswp.locale = "en"; window.loswp.countryCode = "SG"; window.loswp.cwvAbTestBucket = ""; window.loswp.designVariant = "ds_vanilla"; window.loswp.fullPageMobileSutdModalVariant = "full_page_mobile_sutd_modal"; window.loswp.useOptimizedScribd4genScript = false; window.loswp.appleClientId = 'edu.academia.applesignon';</script><script defer="" src="https://accounts.google.com/gsi/client"></script><div class="ds-loswp-container"><div class="ds-work-card--grid-container"><div class="ds-work-card--container js-loswp-work-card"><div class="ds-work-card--cover"><div class="ds-work-cover--wrapper"><div class="ds-work-cover--container"><button class="ds-work-cover--clickable js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;swp-splash-paper-cover&quot;,&quot;attachmentId&quot;:50793962,&quot;attachmentType&quot;:&quot;pdf&quot;}"><img alt="First page of “All J. 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Botanica Orientalis</h1><div class="ds-work-card--work-authors ds-work-card--detail"><a class="ds-work-card--author js-wsj-grid-card-author ds2-5-body-md ds2-5-body-link" data-author-id="57745574" href="https://independent.academia.edu/JohnAll1"><img alt="Profile image of John All" class="ds-work-card--author-avatar" src="//a.academia-assets.com/images/s65_no_pic.png" />John All</a></div><div class="ds-work-card--button-container"><button class="ds2-5-button js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;continue-reading-button--work-card&quot;,&quot;attachmentId&quot;:50793962,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:&quot;https://www.academia.edu/30339845/All_J_GIS_remote_sensing_techniques_for_resource_management_and_biodiversity_protection_in_mountainous_regions_Botanica_Orientalis&quot;}">See full PDF</button><button class="ds2-5-button ds2-5-button--secondary js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;download-pdf-button--work-card&quot;,&quot;attachmentId&quot;:50793962,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:&quot;https://www.academia.edu/30339845/All_J_GIS_remote_sensing_techniques_for_resource_management_and_biodiversity_protection_in_mountainous_regions_Botanica_Orientalis&quot;}"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">download</span>Download PDF</button></div></div></div></div><div data-auto_select="false" data-client_id="331998490334-rsn3chp12mbkiqhl6e7lu2q0mlbu0f1b" data-doc_id="50793962" data-landing_url="https://www.academia.edu/30339845/All_J_GIS_remote_sensing_techniques_for_resource_management_and_biodiversity_protection_in_mountainous_regions_Botanica_Orientalis" data-login_uri="https://www.academia.edu/registrations/google_one_tap" data-moment_callback="onGoogleOneTapEvent" id="g_id_onload"></div><div class="ds-top-related-works--grid-container"><div class="ds-related-content--container ds-top-related-works--container"><h2 class="ds-related-content--heading">Related papers</h2><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="0" data-entity-id="1241991" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/1241991/Fauna_data_integration_and_species_distribution_modelling_as_two_major_advantages_of_geoinformatics_based_phytobiodiversity_study_in_todays_fast_changing_climate">Fauna data integration and species distribution modelling as two major advantages of geoinformatics-based phytobiodiversity study in today&#39;s fast changing climate</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="361351" href="https://teagasc.academia.edu/DrShafiqueMatin">Shafique Matin</a></div><p class="ds-related-work--abstract ds2-5-body-sm">The development and growth of geospatial techniques offers many advantages and challenges to the study of biodiversity, especially in the present era of climate change. We are now at the beginning of the international decade for biodiversity and by the time we travel through the decade, there would be sea-changes in the measurement and monitoring approaches, database management options and inter-linked studies. With the onset of geo-informatics techniques comprising of remote sensing, global positioning system (GPS), integrative tools, such as GIS and current time information systems, is realized as a complimentary system to ground based biodiversity studies. Recently, a nationwide biodiversity study for India is completed at landscape level using geo-informatics modeling techniques that generated a comprehensive biodiversity database. The study has assessed plant diversity using a 3-tier approach, wherein six biodiversity attributes (i.e. spatial, phytosociological, social, physical, economical and ecological) were linked together based on their relative importance to stratify biological richness of forest vegetation (non-agricultural) of India. It has enumerated 7964 plant species from 20,000 nested quadrat sampling plots of 0.04ha each, delineated and mapped 120 vegetation classes; and organized the geo-spatial database on bisindia portal. Here, we have (i) proposed a method to incorporate the fauna component in-line up with the existing methodology and (ii) utilized the GPSgathered positional information on the distribution of two species (i.e., Medicago sativa L. and Poa annua L. to simulate their distribution for the year 2020 (SRES A1-B scenario, IPCC) using Maxent model. The study conducted in a test site of western Himalayas estimated (i) 24% increase in the biologically rich areas on supplement of fauna data and (ii) distribution of both the species would tend to increase in favor of shorter cold season. 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js-wsj-grid-card-view-pdf" href="https://www.academia.edu/88627314/Temporal_dynamic_analysis_of_a_mountain_ecosystem_based_on_multi_source_and_multi_scale_remote_sensing_data"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="6" data-entity-id="10967458" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/10967458/Monitoring_land_cover_change_of_the_dryland_forest_landscape_of_Central_Chile_1975_2008_">Monitoring land cover change of the dryland forest landscape of Central Chile (1975–2008)</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="26564459" href="https://independent.academia.edu/javiersalas5">javier salas</a></div><p class="ds-related-work--metadata ds2-5-body-xs">Applied Geography, 2010</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Monitoring land cover change of the dryland forest landscape of Central Chile (1975–2008)&quot;,&quot;attachmentId&quot;:46992266,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/10967458/Monitoring_land_cover_change_of_the_dryland_forest_landscape_of_Central_Chile_1975_2008_&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/10967458/Monitoring_land_cover_change_of_the_dryland_forest_landscape_of_Central_Chile_1975_2008_"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="7" data-entity-id="114066762" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/114066762/Woody_vegetation_dynamics_in_the_tropical_and_subtropical_Andes_from_2001_to_2014_Satellite_image_interpretation_and_expert_validation">Woody vegetation dynamics in the tropical and subtropical Andes from 2001 to 2014: Satellite image interpretation and expert validation</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="1186635" href="https://upr.academia.edu/MitchellAide">Mitchell Aide</a></div><p class="ds-related-work--metadata ds2-5-body-xs">Global Change Biology, 2019</p><p class="ds-related-work--abstract ds2-5-body-sm">The interactions between climate and land‐use change are dictating the distribution of flora and fauna and reshuffling biotic community composition around the world. Tropical mountains are particularly sensitive because they often have a high human population density, a long history of agriculture, range‐restricted species, and high‐beta diversity due to a steep elevation gradient. Here we evaluated the change in distribution of woody vegetation in the tropical Andes of South America for the period 2001–2014. For the analyses we created annual land‐cover/land‐use maps using MODIS satellite data at 250 m pixel resolution, calculated the cover of woody vegetation (trees and shrubs) in 9,274 hexagons of 115.47 km2, and then determined if there was a statistically significant (p &amp;lt; 0.05) 14 year linear trend (positive—forest gain, negative—forest loss) within each hexagon. Of the 1,308 hexagons with significant trends, 36.6% (n = 479) lost forests and 63.4% (n = 829) gained forests. W...</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Woody vegetation dynamics in the tropical and subtropical Andes from 2001 to 2014: Satellite image interpretation and expert validation&quot;,&quot;attachmentId&quot;:110862503,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/114066762/Woody_vegetation_dynamics_in_the_tropical_and_subtropical_Andes_from_2001_to_2014_Satellite_image_interpretation_and_expert_validation&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/114066762/Woody_vegetation_dynamics_in_the_tropical_and_subtropical_Andes_from_2001_to_2014_Satellite_image_interpretation_and_expert_validation"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="8" data-entity-id="27049677" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/27049677/Shashidharan_N_and_Quadros_G_2013_Bridging_gaps_Open_Source_geospatial_technology_as_a_public_participatory_tool_for_landscape_assessment_In_Proceedings_of_the_National_Conference_on_Biodiversity_Status_and_Challenges_in_Conservation_FAVEO_2013_224_229_ISBN_978_81_923628_1_6">Shashidharan, N. and Quadros, G. (2013). Bridging gaps: Open Source geospatial technology as a public participatory tool for landscape assessment. In: Proceedings of the National Conference on Biodiversity: Status and Challenges in Conservation – ‘FAVEO’ 2013, 224-229. ISBN: 978-81-923628-1-6</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="379177" href="https://sacon.academia.edu/GoldinQuadros">Goldin Quadros</a></div><p class="ds-related-work--abstract ds2-5-body-sm">Introduction Land use and land cover change assessments are important for monitoring and evaluating the health of the environment. Changes in land use and land cover impact various ecosystem goods and services including impacts on biodiversity worldwide (Sala et al., 2000), soil degradation (Trimble and Crosson, 2000), climate (Sagan, Toon, and Pollack, 1979), ability of biological systems to support human needs (Vitousek, Mooney, Lubchenco, and Melillo, 1997)and also, to an extent, determining the vulnerability(Kasperson and Kasperson, 1995) of places and people to climatic, economic, or sociopolitical disturbance (Lambin, Geist, and Lepers, 2003). Anthropogenic changes and vegetation succession are recognized factors causing LULC change scenarios (Bray, Ellis, Armijo-Canto, and Beck, 2004; Flamm and Turner, 1994; García-Frapolli, Ayala-Orozco, Bonilla-Moheno, Espadas-Manrique, and Ramos-Fernández, 2007, Goetz et al., 2003; Nagendra and Utkarsh, 2003). Remote sensing and geographic...</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Shashidharan, N. and Quadros, G. (2013). Bridging gaps: Open Source geospatial technology as a public participatory tool for landscape assessment. In: Proceedings of the National Conference on Biodiversity: Status and Challenges in Conservation – ‘FAVEO’ 2013, 224-229. ISBN: 978-81-923628-1-6&quot;,&quot;attachmentId&quot;:47303567,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/27049677/Shashidharan_N_and_Quadros_G_2013_Bridging_gaps_Open_Source_geospatial_technology_as_a_public_participatory_tool_for_landscape_assessment_In_Proceedings_of_the_National_Conference_on_Biodiversity_Status_and_Challenges_in_Conservation_FAVEO_2013_224_229_ISBN_978_81_923628_1_6&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/27049677/Shashidharan_N_and_Quadros_G_2013_Bridging_gaps_Open_Source_geospatial_technology_as_a_public_participatory_tool_for_landscape_assessment_In_Proceedings_of_the_National_Conference_on_Biodiversity_Status_and_Challenges_in_Conservation_FAVEO_2013_224_229_ISBN_978_81_923628_1_6"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="9" data-entity-id="59481403" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/59481403/Geoinformatics_based_management_of_biodiversity_from_landscape_to_species_scale_An_Indian_perspective">Geoinformatics-based management of biodiversity from landscape to species scale- An Indian perspective</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="355112" href="https://nrsc.academia.edu/GirishPujar">Girish Pujar</a></div><p class="ds-related-work--abstract ds2-5-body-sm">Trans-scale information on biodiversity is fast becoming the critical for policy decision and action. Remote sensing systems addressing the structure and biophysical processes have the ability to achieve a seamless scalable information scheme. Necessity of down-scaling the coarse scale data-base to implementation scale is quite high under current circumstances, as practical schemes/ measures to reverse the erosion of biodiversity are needed. The nesting of information required should address the landscape heterogeneity and stakeholder conflicts arising out of socio-economic dimensions. Species level distributions can be predicted based on genetic algorithm-oriented funda-mental niche mapping, enabling prioritization of areas for monitoring and conservation. Geoinfor-matics rendering of diversity on the principles of landscape ecology, integrated with spatialized anthropogenic demand patterns can be a potential interface to resolve conflicts in stake manage-ment.</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Geoinformatics-based management of biodiversity from landscape to species scale- An Indian perspective&quot;,&quot;attachmentId&quot;:73382488,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/59481403/Geoinformatics_based_management_of_biodiversity_from_landscape_to_species_scale_An_Indian_perspective&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/59481403/Geoinformatics_based_management_of_biodiversity_from_landscape_to_species_scale_An_Indian_perspective"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div></div></div><div class="ds-sticky-ctas--wrapper js-loswp-sticky-ctas hidden"><div class="ds-sticky-ctas--grid-container"><div class="ds-sticky-ctas--container"><button class="ds2-5-button js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;continue-reading-button--sticky-ctas&quot;,&quot;attachmentId&quot;:50793962,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:null}">See full PDF</button><button class="ds2-5-button ds2-5-button--secondary js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;download-pdf-button--sticky-ctas&quot;,&quot;attachmentId&quot;:50793962,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:null}"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">download</span>Download PDF</button></div></div></div><div class="ds-below-fold--grid-container"><div class="ds-work--container js-loswp-embedded-document"><div class="attachment_preview" data-attachment="Attachment_50793962" style="display: none"><div class="js-scribd-document-container"><div class="scribd--document-loading js-scribd-document-loader" style="display: block;"><img alt="Loading..." src="//a.academia-assets.com/images/loaders/paper-load.gif" /><p>Loading Preview</p></div></div><div style="text-align: center;"><div class="scribd--no-preview-alert js-preview-unavailable"><p>Sorry, preview is currently unavailable. You can download the paper by clicking the button above.</p></div></div></div></div><div class="ds-sidebar--container js-work-sidebar"><div class="ds-related-content--container"><h2 class="ds-related-content--heading">Related papers</h2><div class="ds-related-work--container js-related-work-sidebar-card" data-collection-position="0" data-entity-id="30826591" data-sort-order="default"><a class="ds-related-work--title js-related-work-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/30826591/Shafique_Matin_Vishwas_Sudhir_Chitale_Mukunda_Dev_Behera_Birupakshya_Mishra_and_P_S_Roy_2012_Fauna_data_integration_and_species_distribution_modeling_as_two_major_advantages_of_geoinformatics_based_phytobiodiversity_study_in_todays_fast_changing_climate_Biodivers_Conserv_2012_Vol_21_pp_">Shafique Matin, Vishwas Sudhir Chitale, Mukunda Dev Behera, Birupakshya Mishra &amp; P.S. Roy, 2012. 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Fauna data integration and species distribution modeling as two major advantages of geoinformatics-based phytobiodiversity study in todays&#39; fast changing climate. Biodivers Conserv (2012), Vol. 21, pp...&quot;,&quot;attachmentId&quot;:51259359,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/30826591/Shafique_Matin_Vishwas_Sudhir_Chitale_Mukunda_Dev_Behera_Birupakshya_Mishra_and_P_S_Roy_2012_Fauna_data_integration_and_species_distribution_modeling_as_two_major_advantages_of_geoinformatics_based_phytobiodiversity_study_in_todays_fast_changing_climate_Biodivers_Conserv_2012_Vol_21_pp_&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-related-work-grid-card-view-pdf" href="https://www.academia.edu/30826591/Shafique_Matin_Vishwas_Sudhir_Chitale_Mukunda_Dev_Behera_Birupakshya_Mishra_and_P_S_Roy_2012_Fauna_data_integration_and_species_distribution_modeling_as_two_major_advantages_of_geoinformatics_based_phytobiodiversity_study_in_todays_fast_changing_climate_Biodivers_Conserv_2012_Vol_21_pp_"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-related-work-sidebar-card" data-collection-position="1" data-entity-id="15387073" data-sort-order="default"><a class="ds-related-work--title js-related-work-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/15387073/Conservation_in_the_Context_of_Climate_Change_Practical_Guidelines_for_Land_Protection_at_Local_Scales">Conservation in the Context of Climate Change: Practical Guidelines for Land Protection at Local Scales</a><div class="ds-related-work--metadata"><a class="js-related-work-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="34535647" href="https://uri.academia.edu/DonaldRobadue">Donald Robadue</a><span>, </span><a class="js-related-work-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="34664878" href="https://independent.academia.edu/KevinRuddock">Kevin Ruddock</a><span>, </span><a class="js-related-work-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="34586134" href="https://independent.academia.edu/PRubinoff">Pamela Rubinoff</a></div><p class="ds-related-work--metadata ds2-5-body-xs">PLoS ONE, 2013</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Conservation in the Context of Climate Change: Practical Guidelines for Land Protection at Local 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data-sort-order="default"><a class="ds-related-work--title js-related-work-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/53608615/Integrating_Biodiversity_Remote_Sensing_and_Auxiliary_Information_for_the_Study_of_Ecosystem_Functioning_and_Conservation_at_Large_Spatial_Scales">Integrating Biodiversity, Remote Sensing, and Auxiliary Information for the Study of Ecosystem Functioning and Conservation at Large Spatial Scales</a><div class="ds-related-work--metadata"><a class="js-related-work-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="32343548" href="https://independent.academia.edu/GabrielaSchaepmanstrub">Gabriela Schaepman-strub</a></div><p class="ds-related-work--metadata ds2-5-body-xs">Remote Sensing of Plant Biodiversity</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" 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href="https://www.academia.edu/53608615/Integrating_Biodiversity_Remote_Sensing_and_Auxiliary_Information_for_the_Study_of_Ecosystem_Functioning_and_Conservation_at_Large_Spatial_Scales"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-related-work-sidebar-card" data-collection-position="3" data-entity-id="80737878" data-sort-order="default"><a class="ds-related-work--title js-related-work-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/80737878/Five_tiered_integrated_climate_related_biodiversity_vulnerability_assessment_in_the_Tropical_Andes">Five-tiered integrated climate-related biodiversity vulnerability assessment in the Tropical Andes</a><div class="ds-related-work--metadata"><a class="js-related-work-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="56465197" href="https://independent.academia.edu/SusanPoats">Susan Poats</a></div><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Five-tiered integrated climate-related biodiversity vulnerability assessment in the Tropical Andes&quot;,&quot;attachmentId&quot;:87020766,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/80737878/Five_tiered_integrated_climate_related_biodiversity_vulnerability_assessment_in_the_Tropical_Andes&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-related-work-grid-card-view-pdf" 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