{"id":"https://openalex.org/W4389206943","doi":"https://doi.org/10.3390/rs15235571","title":"Preliminary Results in Innovative Solutions for Soil Carbon Estimation: Integrating Remote Sensing, Machine Learning, and Proximal Sensing Spectroscopy","display_name":"Preliminary Results in Innovative Solutions for Soil Carbon Estimation: Integrating Remote Sensing, Machine Learning, and Proximal Sensing Spectroscopy","publication_year":2023,"publication_date":"2023-11-30","ids":{"openalex":"https://openalex.org/W4389206943","doi":"https://doi.org/10.3390/rs15235571"},"language":"en","primary_location":{"id":"doi:10.3390/rs15235571","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235571","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5571/pdf?version=1701329912","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/23/5571/pdf?version=1701329912","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100358990","display_name":"Tong Li","orcid":"https://orcid.org/0000-0001-6643-6411"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tong Li","raw_affiliation_strings":["Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia","School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia","institution_ids":["https://openalex.org/I11701301"]},{"raw_affiliation_string":"School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075589759","display_name":"Anquan Xia","orcid":"https://orcid.org/0000-0003-3755-9433"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anquan Xia","raw_affiliation_strings":["College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065026235","display_name":"Timothy I. McLaren","orcid":"https://orcid.org/0000-0002-5257-7755"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Timothy I. McLaren","raw_affiliation_strings":["School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia"],"affiliations":[{"raw_affiliation_string":"School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009074077","display_name":"Rajiv Pandey","orcid":"https://orcid.org/0000-0003-4849-775X"},"institutions":[{"id":"https://openalex.org/I1286922834","display_name":"Indian Council of Forestry Research and Education","ror":"https://ror.org/04r2bgz73","country_code":"IN","type":"government","lineage":["https://openalex.org/I1286922834"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajiv Pandey","raw_affiliation_strings":["Indian Council of Forestry Research & Education, Dehradun 248006, India"],"affiliations":[{"raw_affiliation_string":"Indian Council of Forestry Research & Education, Dehradun 248006, India","institution_ids":["https://openalex.org/I1286922834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059670163","display_name":"Zhihong Xu","orcid":"https://orcid.org/0000-0002-6768-0720"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhihong Xu","raw_affiliation_strings":["Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064604009","display_name":"Hongdou Liu","orcid":"https://orcid.org/0000-0001-8961-4188"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hongdou Liu","raw_affiliation_strings":["Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, Brisbane, QLD 4111, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052555887","display_name":"Sean Manning","orcid":"https://orcid.org/0000-0002-3706-3633"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sean Manning","raw_affiliation_strings":["Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia"],"affiliations":[{"raw_affiliation_string":"Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077869929","display_name":"Oli Madgett","orcid":null},"institutions":[{"id":"https://openalex.org/I861696136","display_name":"Poultry CRC","ror":"https://ror.org/01tgswh16","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I861696136"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Oli Madgett","raw_affiliation_strings":["Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia"],"affiliations":[{"raw_affiliation_string":"Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia","institution_ids":["https://openalex.org/I861696136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112622932","display_name":"S. A. Duncan","orcid":null},"institutions":[{"id":"https://openalex.org/I861696136","display_name":"Poultry CRC","ror":"https://ror.org/01tgswh16","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I861696136"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sam Duncan","raw_affiliation_strings":["Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia"],"affiliations":[{"raw_affiliation_string":"Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia","institution_ids":["https://openalex.org/I861696136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065199235","display_name":"Peter Rasmussen","orcid":"https://orcid.org/0000-0002-5318-9535"},"institutions":[{"id":"https://openalex.org/I861696136","display_name":"Poultry CRC","ror":"https://ror.org/01tgswh16","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I861696136"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Peter Rasmussen","raw_affiliation_strings":["Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia"],"affiliations":[{"raw_affiliation_string":"Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia","institution_ids":["https://openalex.org/I861696136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070183174","display_name":"Florian Ruhnke","orcid":null},"institutions":[{"id":"https://openalex.org/I861696136","display_name":"Poultry CRC","ror":"https://ror.org/01tgswh16","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I861696136"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Florian Ruhnke","raw_affiliation_strings":["Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia"],"affiliations":[{"raw_affiliation_string":"Farmlab Pty. Ltd., Unit 4/121 Allingham St, Armidale, NSW 2350, Australia","institution_ids":["https://openalex.org/I861696136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014292639","display_name":"Onur Y\u00fcz\u00fcg\u00fcll\u00fc","orcid":"https://orcid.org/0000-0003-2731-247X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Onur Y\u00fcz\u00fcg\u00fcll\u00fc","raw_affiliation_strings":["AgriCircle, 8808 Pf\u00e4ffikon, Switzerland"],"affiliations":[{"raw_affiliation_string":"AgriCircle, 8808 Pf\u00e4ffikon, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013260702","display_name":"Noura Fajraoui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Noura Fajraoui","raw_affiliation_strings":["AgriCircle, 8808 Pf\u00e4ffikon, Switzerland"],"affiliations":[{"raw_affiliation_string":"AgriCircle, 8808 Pf\u00e4ffikon, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102586013","display_name":"Deeksha Beniwal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Deeksha Beniwal","raw_affiliation_strings":["Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia"],"affiliations":[{"raw_affiliation_string":"Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003308080","display_name":"Scott Chapman","orcid":"https://orcid.org/0000-0003-4732-8452"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Scott Chapman","raw_affiliation_strings":["School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia"],"affiliations":[{"raw_affiliation_string":"School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068265682","display_name":"Georgios Tsiminis","orcid":"https://orcid.org/0000-0002-4321-3837"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Georgios Tsiminis","raw_affiliation_strings":["Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia"],"affiliations":[{"raw_affiliation_string":"Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108771080","display_name":"Chaya Smith","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chaya Smith","raw_affiliation_strings":["Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia"],"affiliations":[{"raw_affiliation_string":"Ziltek Pty. Ltd., 8 Tooronga Avenue, Edwardstown, SA 5039, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018253662","display_name":"Ram C. Dalal","orcid":"https://orcid.org/0000-0003-2381-9601"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ram C. Dalal","raw_affiliation_strings":["School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia"],"affiliations":[{"raw_affiliation_string":"School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013229412","display_name":"Yash P. Dang","orcid":"https://orcid.org/0000-0001-6357-3146"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Yash P. Dang","raw_affiliation_strings":["School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia"],"affiliations":[{"raw_affiliation_string":"School of Agriculture and Food Sustainability, The University of Queensland, St. Lucia, QLD 4072, Australia","institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":19,"corresponding_author_ids":["https://openalex.org/A5013229412"],"corresponding_institution_ids":["https://openalex.org/I165143802","https://openalex.org/I4210138055"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.6593,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.89728374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"15","issue":"23","first_page":"5571","last_page":"5571"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10004","display_name":"Soil Carbon and Nitrogen Dynamics","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/soil-carbon","display_name":"Soil carbon","score":0.6583318710327148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5084468126296997},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.49454042315483093},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44645655155181885},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.44585537910461426},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.43447771668434143},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.42462772130966187},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.37495070695877075},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.3338804543018341},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.2304714024066925},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.165157288312912},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13946032524108887},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.0930972695350647},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.08810710906982422}],"concepts":[{"id":"https://openalex.org/C39464130","wikidata":"https://www.wikidata.org/wiki/Q7554898","display_name":"Soil carbon","level":3,"score":0.6583318710327148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5084468126296997},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.49454042315483093},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44645655155181885},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.44585537910461426},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.43447771668434143},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.42462772130966187},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.37495070695877075},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3338804543018341},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2304714024066925},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.165157288312912},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13946032524108887},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0930972695350647},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.08810710906982422},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15235571","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235571","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5571/pdf?version=1701329912","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9961b1d8a48c4b2680f3a6b91a333502","is_oa":true,"landing_page_url":"https://doaj.org/article/9961b1d8a48c4b2680f3a6b91a333502","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 23, p 5571 (2023)","raw_type":"article"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/427892","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/427892","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.3390/rs15235571","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235571","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5571/pdf?version=1701329912","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320328828","display_name":"Department of Industry, Science, Energy and Resources, Australian Government","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4389206943.pdf"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W1965122835","https://openalex.org/W1974350958","https://openalex.org/W2063923547","https://openalex.org/W2065985257","https://openalex.org/W2080545724","https://openalex.org/W2107221882","https://openalex.org/W2134122448","https://openalex.org/W2163989786","https://openalex.org/W2191775831","https://openalex.org/W2560994924","https://openalex.org/W2575749027","https://openalex.org/W2579486704","https://openalex.org/W2582794771","https://openalex.org/W2593945879","https://openalex.org/W2599078327","https://openalex.org/W2599817593","https://openalex.org/W2608640860","https://openalex.org/W2762916894","https://openalex.org/W2768533279","https://openalex.org/W2792422161","https://openalex.org/W2898605516","https://openalex.org/W2900710900","https://openalex.org/W2905098938","https://openalex.org/W2909099826","https://openalex.org/W2912094957","https://openalex.org/W2912851480","https://openalex.org/W2914965248","https://openalex.org/W2920825860","https://openalex.org/W2923714778","https://openalex.org/W2927748295","https://openalex.org/W2936027635","https://openalex.org/W2951230751","https://openalex.org/W2958221227","https://openalex.org/W2969592549","https://openalex.org/W3003881425","https://openalex.org/W3004916583","https://openalex.org/W3010293057","https://openalex.org/W3011560410","https://openalex.org/W3015100173","https://openalex.org/W3033484696","https://openalex.org/W3033486743","https://openalex.org/W3041305243","https://openalex.org/W3107398064","https://openalex.org/W3109974390","https://openalex.org/W3119591894","https://openalex.org/W3127696625","https://openalex.org/W3130453800","https://openalex.org/W3135028703","https://openalex.org/W3147702135","https://openalex.org/W3168119072","https://openalex.org/W3169695810","https://openalex.org/W3193505690","https://openalex.org/W3196876317","https://openalex.org/W3201714490","https://openalex.org/W3212414628","https://openalex.org/W3215367274","https://openalex.org/W4200100974","https://openalex.org/W4200153829","https://openalex.org/W4200285021","https://openalex.org/W4205608664","https://openalex.org/W4210763428","https://openalex.org/W4281946612","https://openalex.org/W4282974560","https://openalex.org/W4282978935","https://openalex.org/W4284695656","https://openalex.org/W4285745376","https://openalex.org/W4293769556","https://openalex.org/W4308695913","https://openalex.org/W4313135875","https://openalex.org/W4376126618","https://openalex.org/W4385655182","https://openalex.org/W4386969048","https://openalex.org/W4388591054","https://openalex.org/W6735347712","https://openalex.org/W6780532196","https://openalex.org/W6796804894"],"related_works":["https://openalex.org/W2355956201","https://openalex.org/W2386195957","https://openalex.org/W2327874825","https://openalex.org/W2351852648","https://openalex.org/W2613051533","https://openalex.org/W2349774843","https://openalex.org/W2775541961","https://openalex.org/W2267286817","https://openalex.org/W2576994247","https://openalex.org/W2608353378"],"abstract_inverted_index":{"This":[0],"paper":[1,158],"explores":[2,159],"the":[3,24,33,39,83,115,160,169,175,189],"application":[4],"and":[5,12,36,47,53,65,78,97,138,215],"advantages":[6,176],"of":[7,26,38,58,85,117,171,177],"remote":[8,45],"sensing,":[9,46],"machine":[10,43],"learning,":[11,44],"mid-infrared":[13],"spectroscopy":[14,21],"(MIR)":[15],"as":[16,140],"a":[17,56,73,90,108,129,141,238],"popular":[18],"proximal":[19,48],"sensing":[20,49],"tool":[22],"in":[23,166,212],"estimation":[25,52],"soil":[27,62,103,213],"organic":[28],"carbon":[29,66,178],"(SOC).":[30],"It":[31],"underscores":[32],"practical":[34],"implications":[35],"benefits":[37],"integrated":[40,119,197],"approach":[41,200],"combining":[42],"for":[50,143,162,241],"SOC":[51,86,95,99,198],"prediction":[54],"across":[55],"range":[57],"applications,":[59],"including":[60],"comprehensive":[61],"health":[63],"mapping":[64],"credit":[67],"assessment.":[68],"These":[69,220],"advanced":[70],"technologies":[71,165],"offer":[72,136],"promising":[74],"pathway,":[75],"reducing":[76],"costs":[77],"resource":[79],"utilization":[80],"while":[81],"improving":[82],"precision":[84],"estimation.":[87],"We":[88,146],"conducted":[89],"comparative":[91],"analysis":[92,125],"between":[93],"MIR-predicted":[94],"values":[96,100],"laboratory-measured":[98],"using":[101],"36":[102],"samples.":[104],"The":[105],"results":[106],"demonstrate":[107],"strong":[109],"fit":[110],"(R\u00b2":[111],"=":[112],"0.83),":[113],"underscoring":[114],"potential":[116,161,239],"this":[118,157,196],"approach.":[120],"While":[121],"acknowledging":[122],"that":[123,194],"our":[124,182,230],"is":[126],"based":[127],"on":[128,181],"limited":[130],"sample":[131],"size,":[132],"these":[133,164],"initial":[134],"findings":[135],"promise":[137],"serve":[139],"foundation":[142],"future":[144],"research.":[145],"will":[147],"be":[148],"providing":[149],"updates":[150],"when":[151],"we":[152,192],"obtain":[153],"more":[154],"data.":[155],"Furthermore,":[156,229],"commercialising":[163],"Australia,":[167],"with":[168,186,223],"aim":[170],"helping":[172],"farmers":[173],"harness":[174],"markets.":[179],"Based":[180],"study\u2019s":[183,231],"findings,":[184],"coupled":[185],"insights":[187],"from":[188],"existing":[190],"literature,":[191],"suggest":[193],"adopting":[195],"measurement":[199],"could":[201],"significantly":[202],"benefit":[203],"local":[204],"economies,":[205],"enhance":[206],"farmers\u2019":[207],"ability":[208],"to":[209],"monitor":[210],"changes":[211],"health,":[214],"promote":[216],"sustainable":[217],"agricultural":[218],"practices.":[219],"outcomes":[221],"align":[222],"global":[224],"climate":[225],"change":[226],"mitigation":[227],"efforts.":[228],"approach,":[232],"supported":[233],"by":[234],"other":[235],"research,":[236],"offers":[237],"template":[240],"regions":[242],"worldwide":[243],"seeking":[244],"similar":[245],"solutions.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":8}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
