{"id":"https://openalex.org/W2595111611","doi":"https://doi.org/10.3390/rs9030264","title":"Retrieval of Chlorophyll-a and Total Suspended Solids Using Iterative Stepwise Elimination Partial Least Squares (ISE-PLS) Regression Based on Field Hyperspectral Measurements in Irrigation Ponds in Higashihiroshima, Japan","display_name":"Retrieval of Chlorophyll-a and Total Suspended Solids Using Iterative Stepwise Elimination Partial Least Squares (ISE-PLS) Regression Based on Field Hyperspectral Measurements in Irrigation Ponds in Higashihiroshima, Japan","publication_year":2017,"publication_date":"2017-03-13","ids":{"openalex":"https://openalex.org/W2595111611","doi":"https://doi.org/10.3390/rs9030264","mag":"2595111611"},"language":"en","primary_location":{"id":"doi:10.3390/rs9030264","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9030264","pdf_url":"https://www.mdpi.com/2072-4292/9/3/264/pdf?version=1489558990","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/2072-4292/9/3/264/pdf?version=1489558990","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101603846","display_name":"Zuomin Wang","orcid":"https://orcid.org/0000-0002-5556-4319"},"institutions":[{"id":"https://openalex.org/I113306721","display_name":"Hiroshima University","ror":"https://ror.org/03t78wx29","country_code":"JP","type":"education","lineage":["https://openalex.org/I113306721"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zuomin Wang","raw_affiliation_strings":["Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8527, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8527, Japan","institution_ids":["https://openalex.org/I113306721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070031724","display_name":"Kensuke Kawamura","orcid":"https://orcid.org/0000-0002-2824-1266"},"institutions":[{"id":"https://openalex.org/I4210089209","display_name":"Japan International Research Center for Agricultural Sciences","ror":"https://ror.org/005pdtr14","country_code":"JP","type":"facility","lineage":["https://openalex.org/I4210089209"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kensuke Kawamura","raw_affiliation_strings":["Social Sciences Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki 305-8686, Japan"],"affiliations":[{"raw_affiliation_string":"Social Sciences Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki 305-8686, Japan","institution_ids":["https://openalex.org/I4210089209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042722733","display_name":"Yuji Sakuno","orcid":"https://orcid.org/0000-0001-7157-566X"},"institutions":[{"id":"https://openalex.org/I113306721","display_name":"Hiroshima University","ror":"https://ror.org/03t78wx29","country_code":"JP","type":"education","lineage":["https://openalex.org/I113306721"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Yuji Sakuno","raw_affiliation_strings":["Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8527, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Engineering, Hiroshima University, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8527, Japan","institution_ids":["https://openalex.org/I113306721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087685631","display_name":"Xinyan Fan","orcid":"https://orcid.org/0000-0002-2581-6335"},"institutions":[{"id":"https://openalex.org/I113306721","display_name":"Hiroshima University","ror":"https://ror.org/03t78wx29","country_code":"JP","type":"education","lineage":["https://openalex.org/I113306721"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Xinyan Fan","raw_affiliation_strings":["Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan","institution_ids":["https://openalex.org/I113306721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025598122","display_name":"Zhe Gong","orcid":"https://orcid.org/0000-0001-6430-161X"},"institutions":[{"id":"https://openalex.org/I113306721","display_name":"Hiroshima University","ror":"https://ror.org/03t78wx29","country_code":"JP","type":"education","lineage":["https://openalex.org/I113306721"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zhe Gong","raw_affiliation_strings":["Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan","institution_ids":["https://openalex.org/I113306721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067681673","display_name":"Jihyun Lim","orcid":"https://orcid.org/0000-0003-0452-4218"},"institutions":[{"id":"https://openalex.org/I113306721","display_name":"Hiroshima University","ror":"https://ror.org/03t78wx29","country_code":"JP","type":"education","lineage":["https://openalex.org/I113306721"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jihyun Lim","raw_affiliation_strings":["Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School for International Development and Cooperation (IDEC), Hiroshima University, 1-5-1 Kagamiyama, Higashihiroshima, Hiroshima 739-8529, Japan","institution_ids":["https://openalex.org/I113306721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042722733"],"corresponding_institution_ids":["https://openalex.org/I113306721"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":6.6225,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.96501939,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"9","issue":"3","first_page":"264","last_page":"264"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing 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/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing 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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T11634","display_name":"Water Quality and Pollution Assessment","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/partial-least-squares-regression","display_name":"Partial least squares regression","score":0.8311322331428528},{"id":"https://openalex.org/keywords/coefficient-of-determination","display_name":"Coefficient of determination","score":0.6913302540779114},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.6790047287940979},{"id":"https://openalex.org/keywords/total-suspended-solids","display_name":"Total suspended solids","score":0.629984438419342},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6003993153572083},{"id":"https://openalex.org/keywords/stepwise-regression","display_name":"Stepwise regression","score":0.578058123588562},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.563491940498352},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.44293296337127686},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.43595993518829346},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.4354574382305145},{"id":"https://openalex.org/keywords/chlorophyll-a","display_name":"Chlorophyll a","score":0.4328559637069702},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4295889735221863},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.42699626088142395},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4257926940917969},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.2480883002281189},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.2214687466621399},{"id":"https://openalex.org/keywords/environmental-engineering","display_name":"Environmental engineering","score":0.09791365265846252},{"id":"https://openalex.org/keywords/chemical-oxygen-demand","display_name":"Chemical oxygen demand","score":0.07148566842079163}],"concepts":[{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.8311322331428528},{"id":"https://openalex.org/C128990827","wikidata":"https://www.wikidata.org/wiki/Q192830","display_name":"Coefficient of determination","level":2,"score":0.6913302540779114},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.6790047287940979},{"id":"https://openalex.org/C4891672","wikidata":"https://www.wikidata.org/wiki/Q3995966","display_name":"Total suspended solids","level":4,"score":0.629984438419342},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6003993153572083},{"id":"https://openalex.org/C170964787","wikidata":"https://www.wikidata.org/wiki/Q7611170","display_name":"Stepwise regression","level":2,"score":0.578058123588562},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.563491940498352},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.44293296337127686},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.43595993518829346},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.4354574382305145},{"id":"https://openalex.org/C2778902199","wikidata":"https://www.wikidata.org/wiki/Q133878","display_name":"Chlorophyll a","level":2,"score":0.4328559637069702},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4295889735221863},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.42699626088142395},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4257926940917969},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.2480883002281189},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.2214687466621399},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.09791365265846252},{"id":"https://openalex.org/C188287460","wikidata":"https://www.wikidata.org/wiki/Q555857","display_name":"Chemical oxygen demand","level":3,"score":0.07148566842079163},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C94061648","wikidata":"https://www.wikidata.org/wiki/Q336191","display_name":"Wastewater","level":2,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs9030264","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9030264","pdf_url":"https://www.mdpi.com/2072-4292/9/3/264/pdf?version=1489558990","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:6d23b26125ad4a7d8ca2e4aedbc39d82","is_oa":true,"landing_page_url":"https://doaj.org/article/6d23b26125ad4a7d8ca2e4aedbc39d82","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 9, Iss 3, p 264 (2017)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/9/3/264/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs9030264","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Remote Sensing; Volume 9; Issue 3; Pages: 264","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs9030264","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9030264","pdf_url":"https://www.mdpi.com/2072-4292/9/3/264/pdf?version=1489558990","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":0.8500000238418579,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2595111611.pdf","grobid_xml":"https://content.openalex.org/works/W2595111611.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1546718605","https://openalex.org/W1969607024","https://openalex.org/W1970691541","https://openalex.org/W1971160415","https://openalex.org/W1976065807","https://openalex.org/W1978223575","https://openalex.org/W1980141245","https://openalex.org/W1980264154","https://openalex.org/W2007101051","https://openalex.org/W2016441635","https://openalex.org/W2020216002","https://openalex.org/W2031504134","https://openalex.org/W2033241587","https://openalex.org/W2039002972","https://openalex.org/W2042040410","https://openalex.org/W2048956808","https://openalex.org/W2057965448","https://openalex.org/W2058933318","https://openalex.org/W2063012028","https://openalex.org/W2064289369","https://openalex.org/W2068702613","https://openalex.org/W2072375293","https://openalex.org/W2072549045","https://openalex.org/W2074583827","https://openalex.org/W2077424050","https://openalex.org/W2083300790","https://openalex.org/W2085965017","https://openalex.org/W2097018019","https://openalex.org/W2105344564","https://openalex.org/W2108584354","https://openalex.org/W2115992157","https://openalex.org/W2121208785","https://openalex.org/W2129932080","https://openalex.org/W2131713496","https://openalex.org/W2137651245","https://openalex.org/W2143444184","https://openalex.org/W2146354524","https://openalex.org/W2147882177","https://openalex.org/W2148426952","https://openalex.org/W2159961845","https://openalex.org/W2168956990","https://openalex.org/W2466906145","https://openalex.org/W2468903726","https://openalex.org/W2563146849","https://openalex.org/W2994746265","https://openalex.org/W3159833374","https://openalex.org/W4239443032","https://openalex.org/W6658437149","https://openalex.org/W6771650010","https://openalex.org/W6794463134"],"related_works":["https://openalex.org/W2047152955","https://openalex.org/W4310398614","https://openalex.org/W1423879547","https://openalex.org/W2123872763","https://openalex.org/W4321793219","https://openalex.org/W2084902024","https://openalex.org/W2123691565","https://openalex.org/W2046107558","https://openalex.org/W2378860096","https://openalex.org/W2401674628"],"abstract_inverted_index":{"Concentrations":[0],"of":[1,19,106,114,173,179],"chlorophyll-a":[2],"(Chl-a)":[3],"and":[4,32,46,56,61,84,91,118,155,176,212],"total":[5],"suspended":[6],"solids":[7],"(TSS)":[8],"are":[9],"significant":[10],"parameters":[11],"used":[12,75,207],"to":[13,23,208],"assess":[14],"water":[15,210],"quality.":[16],"The":[17,98,166],"objective":[18],"this":[20],"study":[21],"is":[22],"establish":[24],"a":[25,92],"quantitative":[26],"model":[27],"for":[28,59,143,169],"estimating":[29,170],"the":[30,33,79,85,104,109,119,133,139,191],"Chl-a":[31,60,145,171,211],"TSS":[34,62,156,177,213],"concentrations":[35,214],"in":[36,39,53,69,215],"irrigation":[37,216],"ponds":[38,55],"Higashihiroshima,":[40],"Japan,":[41],"using":[42,103,132],"field":[43,67,202],"hyperspectral":[44,203],"measurements":[45,204],"statistical":[47,72],"analysis.":[48],"Field":[49],"experiments":[50],"were":[51,63,101,182],"conducted":[52],"six":[54,66],"spectral":[57,77,81,88],"readings":[58],"obtained":[64],"from":[65,186],"observations":[68],"2014.":[70],"For":[71],"approaches,":[73],"we":[74],"two":[76],"indices,":[78],"ratio":[80],"index":[82,89],"(RSI)":[83],"normalized":[86],"difference":[87],"(NDSI),":[90],"partial":[93],"least":[94],"squares":[95],"(PLS)":[96],"regression.":[97],"predictive":[99,121,141],"abilities":[100],"compared":[102],"coefficient":[105],"determination":[107],"(R2),":[108],"root":[110],"mean":[111],"squared":[112],"error":[113],"cross":[115],"validation":[116],"(RMSECV)":[117],"residual":[120],"deviation":[122],"(RPD).":[123],"Overall,":[124],"iterative":[125],"stepwise":[126],"elimination":[127],"based":[128,200],"on":[129,201],"PLS":[130],"(ISE\u2013PLS),":[131],"first":[134],"derivative":[135],"reflectance":[136],"(FDR),":[137],"showed":[138],"best":[140],"accuracy,":[142],"both":[144],"(R2":[146,157],"=":[147,150,153,158,161,164],"0.98,":[148],"RMSECV":[149,160],"6.15,":[151],"RPD":[152,163],"7.44)":[154],"0.97,":[159],"1.91,":[162],"6.64).":[165],"important":[167],"wavebands":[168,189],"(16.97%":[172],"all":[174,180,187],"wavebands)":[175,181],"(8.38%":[178],"selected":[183],"by":[184],"ISE\u2013PLS":[185,199],"501":[188],"over":[190],"400\u2013900":[192],"nm":[193],"range.":[194],"These":[195],"findings":[196],"suggest":[197],"that":[198],"can":[205],"be":[206],"estimate":[209],"ponds.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}