{"id":"https://openalex.org/W4389380981","doi":"https://doi.org/10.3390/rs15245647","title":"Mapping Small-Scale Irrigation Areas Using Expert Decision Rules and the Random Forest Classifier in Northern Ethiopia","display_name":"Mapping Small-Scale Irrigation Areas Using Expert Decision Rules and the Random Forest Classifier in Northern Ethiopia","publication_year":2023,"publication_date":"2023-12-06","ids":{"openalex":"https://openalex.org/W4389380981","doi":"https://doi.org/10.3390/rs15245647"},"language":"en","primary_location":{"id":"doi:10.3390/rs15245647","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15245647","pdf_url":"https://www.mdpi.com/2072-4292/15/24/5647/pdf?version=1701866016","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/2072-4292/15/24/5647/pdf?version=1701866016","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040980788","display_name":"Amina Abdelkadir Mohammedshum","orcid":"https://orcid.org/0000-0002-0842-9499"},"institutions":[{"id":"https://openalex.org/I74813324","display_name":"Mekelle University","ror":"https://ror.org/04bpyvy69","country_code":"ET","type":"education","lineage":["https://openalex.org/I74813324"]},{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["ET","NL"],"is_corresponding":true,"raw_author_name":"Amina Abdelkadir Mohammedshum","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands","Institute of Geo-Information and Earth Observation Sciences (I-GEOS), Mekelle University, Mekelle P.O. Box 231, Ethiopia"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]},{"raw_affiliation_string":"Institute of Geo-Information and Earth Observation Sciences (I-GEOS), Mekelle University, Mekelle P.O. Box 231, Ethiopia","institution_ids":["https://openalex.org/I74813324"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023840970","display_name":"B.H.P. Maathuis","orcid":"https://orcid.org/0000-0001-7733-6512"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ben H. P. Maathuis","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050161159","display_name":"Chris M. Mannaerts","orcid":"https://orcid.org/0000-0001-7882-8754"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chris M. Mannaerts","raw_affiliation_strings":["Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hallenweg 8, 7522NH Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004703359","display_name":"Daniel Teka","orcid":"https://orcid.org/0000-0003-4000-9010"},"institutions":[{"id":"https://openalex.org/I74813324","display_name":"Mekelle University","ror":"https://ror.org/04bpyvy69","country_code":"ET","type":"education","lineage":["https://openalex.org/I74813324"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Daniel Teka","raw_affiliation_strings":["Department of Land Resource Management and Environmental Protection (LaRMEP), Mekelle University, Mekelle P.O. Box 231, Ethiopia","Institute of Geo-Information and Earth Observation Sciences (I-GEOS), Mekelle University, Mekelle P.O. Box 231, Ethiopia"],"affiliations":[{"raw_affiliation_string":"Department of Land Resource Management and Environmental Protection (LaRMEP), Mekelle University, Mekelle P.O. Box 231, Ethiopia","institution_ids":["https://openalex.org/I74813324"]},{"raw_affiliation_string":"Institute of Geo-Information and Earth Observation Sciences (I-GEOS), Mekelle University, Mekelle P.O. Box 231, Ethiopia","institution_ids":["https://openalex.org/I74813324"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040980788"],"corresponding_institution_ids":["https://openalex.org/I74813324","https://openalex.org/I94624287"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.281,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80929555,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"15","issue":"24","first_page":"5647","last_page":"5647"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.7636781334877014},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6789729595184326},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.6625126600265503},{"id":"https://openalex.org/keywords/digital-elevation-model","display_name":"Digital elevation model","score":0.48465996980667114},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4780029356479645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4682510793209076},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.444158136844635},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.44381603598594666},{"id":"https://openalex.org/keywords/terrain","display_name":"Terrain","score":0.4289151430130005},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.42352694272994995},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4164350628852844},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.26056915521621704},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21228116750717163},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20894351601600647},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.15107661485671997},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.1449117660522461}],"concepts":[{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.7636781334877014},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6789729595184326},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6625126600265503},{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.48465996980667114},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4780029356479645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4682510793209076},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.444158136844635},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.44381603598594666},{"id":"https://openalex.org/C161840515","wikidata":"https://www.wikidata.org/wiki/Q186131","display_name":"Terrain","level":2,"score":0.4289151430130005},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.42352694272994995},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4164350628852844},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.26056915521621704},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21228116750717163},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20894351601600647},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15107661485671997},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.1449117660522461},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15245647","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15245647","pdf_url":"https://www.mdpi.com/2072-4292/15/24/5647/pdf?version=1701866016","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:ris.utwente.nl:openaire_cris_publications/08534143-13eb-4776-a81e-f81904c77226","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/08534143-13eb-4776-a81e-f81904c77226","pdf_url":"https://ris.utwente.nl/ws/files/331672521/remotesensing-15-05647-v2.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Mohammedshum, A A, Maathuis, B H P, Mannaerts, C M & Teka, D 2023, 'Mapping Small-Scale Irrigation Areas Using Expert Decision Rules and the Random Forest Classifier in Northern Ethiopia', Remote sensing, vol. 15, no. 24, 5647, pp. 5647. https://doi.org/10.3390/rs15245647","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:a892eb07a53543128f9e22c27686b8e6","is_oa":true,"landing_page_url":"https://doaj.org/article/a892eb07a53543128f9e22c27686b8e6","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 24, p 5647 (2023)","raw_type":"article"},{"id":"pmh:oai:ris.utwente.nl:openaire/08534143-13eb-4776-a81e-f81904c77226","is_oa":true,"landing_page_url":"https://research.utwente.nl/files/331672521/remotesensing-15-05647-v2.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Mohammedshum, A A, Maathuis, B H P, Mannaerts, C M & Teka, D 2023, 'Mapping Small-Scale Irrigation Areas Using Expert Decision Rules and the Random Forest Classifier in Northern Ethiopia', Remote sensing, vol. 15, no. 24, 5647, pp. 5647. https://doi.org/10.3390/rs15245647","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3390/rs15245647","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15245647","pdf_url":"https://www.mdpi.com/2072-4292/15/24/5647/pdf?version=1701866016","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":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.7300000190734863}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321015","display_name":"University of Twente","ror":"https://ror.org/006hf6230"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389380981.pdf"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W839353142","https://openalex.org/W1593915006","https://openalex.org/W1887176381","https://openalex.org/W1894547201","https://openalex.org/W1966744868","https://openalex.org/W1969899615","https://openalex.org/W1973426148","https://openalex.org/W1974009320","https://openalex.org/W1990653740","https://openalex.org/W2004230411","https://openalex.org/W2006870841","https://openalex.org/W2011621733","https://openalex.org/W2012344176","https://openalex.org/W2012702170","https://openalex.org/W2022555621","https://openalex.org/W2058715511","https://openalex.org/W2082573650","https://openalex.org/W2085017497","https://openalex.org/W2121160913","https://openalex.org/W2133621170","https://openalex.org/W2138499468","https://openalex.org/W2160861680","https://openalex.org/W2188548445","https://openalex.org/W2261059368","https://openalex.org/W2410610637","https://openalex.org/W2438450043","https://openalex.org/W2620902524","https://openalex.org/W2766986360","https://openalex.org/W2789294083","https://openalex.org/W2790013045","https://openalex.org/W2888510948","https://openalex.org/W2897555073","https://openalex.org/W2899381559","https://openalex.org/W2911964244","https://openalex.org/W2921324418","https://openalex.org/W2929753826","https://openalex.org/W2946293204","https://openalex.org/W2961947966","https://openalex.org/W2973281217","https://openalex.org/W2975614402","https://openalex.org/W2990472298","https://openalex.org/W2996915462","https://openalex.org/W3008283580","https://openalex.org/W3017023515","https://openalex.org/W3045528208","https://openalex.org/W3080728470","https://openalex.org/W3090303702","https://openalex.org/W3103494722","https://openalex.org/W3115598633","https://openalex.org/W3135743954","https://openalex.org/W3150079479","https://openalex.org/W3178168147","https://openalex.org/W3187888804","https://openalex.org/W4205484659","https://openalex.org/W4210502527","https://openalex.org/W4223940962","https://openalex.org/W4223958490","https://openalex.org/W4224271832","https://openalex.org/W4281731349","https://openalex.org/W6652066243","https://openalex.org/W6686886636","https://openalex.org/W6755965768","https://openalex.org/W6762670612","https://openalex.org/W6799231877"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W3207046288","https://openalex.org/W3023446922","https://openalex.org/W4324030030","https://openalex.org/W4388409104","https://openalex.org/W1544811710","https://openalex.org/W4385533602","https://openalex.org/W2124951708","https://openalex.org/W172072032"],"abstract_inverted_index":{"The":[0,16,144,203,219,282],"mapping":[1,94,211],"of":[2,18,90,166,212,272,284],"small-scale":[3,19,61,95,213,298],"irrigation":[4,20,62,96,214,256,301],"areas":[5,21,97,215,225,302],"is":[6,22,93],"essential":[7],"for":[8,222,253],"food":[9],"security":[10],"and":[11,33,49,76,136,180,249,260,278,299],"water":[12,106],"resource":[13],"management":[14],"studies.":[15],"identification":[17],"a":[23,56,167,188,227,237,264,269,291],"challenge,":[24],"but":[25],"it":[26],"can":[27,293],"be":[28,294],"overcome":[29],"using":[30,98],"expert":[31,66,99,110,153,286],"knowledge":[32,154],"satellite-derived":[34],"high-spatial-resolution":[35],"multispectral":[36,72],"information":[37],"in":[38,81],"conjunction":[39],"with":[40,124,161,216,236,303],"monthly":[41,114,175],"normalized":[42],"difference":[43],"vegetation":[44],"index":[45],"(NDVI)":[46],"time":[47,70],"series,":[48,71],"additional":[50],"terrain":[51],"information.":[52],"This":[53],"paper":[54],"presents":[55],"novel":[57],"approach":[58,92],"to":[59,102,113,120,139,195,233,243,296],"characterize":[60],"schemes":[63,257],"that":[64,206],"combine":[65],"knowledge,":[67],"multi-temporal":[68],"NDVI":[69,115,174],"high-resolution":[73],"satellite":[74,170],"images,":[75],"the":[77,82,91,104,125,132,141,149,162,207,210,246,250,254,275,279],"random":[78,189],"forest":[79,190],"classifier":[80,191],"Zamra":[83],"catchment,":[84],"North":[85],"Ethiopia.":[86],"A":[87],"fundamental":[88],"element":[89],"decision":[100,111,288],"rules":[101,112],"incorporate":[103],"available":[105],"resources.":[107],"We":[108],"apply":[109],"composites":[116],"from":[117,155,231,241],"September":[118],"2020":[119],"August":[121],"2021":[122],"along":[123,160,235],"digital":[126],"elevation":[127],"model":[128],"(DEM)":[129],"data":[130],"on":[131,148],"slope,":[133,177],"drainage":[134,178],"order,":[135,179],"distance":[137,181],"maps":[138],"derive":[140],"sample":[142],"set.":[143],"samples":[145],"were":[146,183,258],"based":[147],"thresholds":[150],"obtained":[151],"by":[152],"field":[156],"surveys.":[157],"These":[158],"data,":[159],"four":[163],"spectral":[164],"bands":[165],"cloud-free":[168],"Planet":[169],"image":[171],"composite,":[172],"12":[173],"composites,":[176],"map":[182],"used":[184],"as":[185,198,290],"input":[186],"into":[187],"which":[192],"was":[193],"trained":[194],"classify":[196],"pixels":[197],"either":[199],"irrigated":[200,224],"or":[201],"non-irrigated.":[202],"results":[204,277],"show":[205],"analysis":[208],"allows":[209],"high":[217],"accuracy.":[218],"classification":[220,247,276],"accuracy":[221,229,239,248],"identifying":[223],"showed":[226],"user":[228],"ranging":[230,240],"81%":[232],"87%,":[234],"producer":[238],"64%":[242],"79%.":[244],"Furthermore,":[245],"kappa":[251],"coefficient":[252],"classified":[255],"80%":[259],"0.70,":[261],"respectively.":[262],"As":[263],"result,":[265],"these":[266],"findings":[267],"highlight":[268],"substantial":[270],"level":[271],"agreement":[273],"between":[274],"reference":[280],"data.":[281],"use":[283],"different":[285],"knowledge-based":[287],"rules,":[289],"method,":[292],"applied":[295],"extract":[297],"larger":[300],"similar":[304],"agro-ecological":[305],"characteristics.":[306]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}
