{"id":"https://openalex.org/W7169798927","doi":"https://doi.org/10.1016/j.compag.2026.112185","title":"TreePMNet: a deep matching network for registration of UAV and handheld LiDAR data in fine phenotyping of rubber plantations","display_name":"TreePMNet: a deep matching network for registration of UAV and handheld LiDAR data in fine phenotyping of rubber plantations","publication_year":2026,"publication_date":"2026-07-20","ids":{"openalex":"https://openalex.org/W7169798927","doi":"https://doi.org/10.1016/j.compag.2026.112185"},"language":"en","primary_location":{"id":"doi:10.1016/j.compag.2026.112185","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2026.112185","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electronics in Agriculture","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.compag.2026.112185","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085924996","display_name":"X. G. Wang","orcid":"https://orcid.org/0009-0000-3882-8581"},"institutions":[{"id":"https://openalex.org/I107851509","display_name":"Chinese Academy of Tropical Agricultural Sciences","ror":"https://ror.org/003qeh975","country_code":"CN","type":"government","lineage":["https://openalex.org/I107851509","https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210109893","display_name":"Rubber Research Institute","ror":"https://ror.org/01w4k1v53","country_code":"CN","type":"facility","lineage":["https://openalex.org/I107851509","https://openalex.org/I4210109893","https://openalex.org/I4210127390","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiongjie Wang","raw_affiliation_strings":["Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China","institution_ids":["https://openalex.org/I107851509","https://openalex.org/I4210109893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141193438","display_name":"Junxiang Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junxiang Tan","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008566332","display_name":"H H. Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141201450","display_name":"Dilyar Yalkun","orcid":null},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dilyar Yalkun","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028842878","display_name":"Tao Liu","orcid":"https://orcid.org/0000-0002-3568-4882"},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Liu","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141218155","display_name":"Ronghao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ronghao Yang","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141202250","display_name":"Guyue Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guyue Hu","raw_affiliation_strings":["College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Earth and Planetary Sciences, Chengdu University of Technology, Chengdu 610059, China","institution_ids":["https://openalex.org/I31595395"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5141186395","display_name":"Xiangjun Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I107851509","display_name":"Chinese Academy of Tropical Agricultural Sciences","ror":"https://ror.org/003qeh975","country_code":"CN","type":"government","lineage":["https://openalex.org/I107851509","https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210109893","display_name":"Rubber Research Institute","ror":"https://ror.org/01w4k1v53","country_code":"CN","type":"facility","lineage":["https://openalex.org/I107851509","https://openalex.org/I4210109893","https://openalex.org/I4210127390","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangjun Wang","raw_affiliation_strings":["Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China","institution_ids":["https://openalex.org/I107851509","https://openalex.org/I4210109893"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085924996","https://openalex.org/A5141186395","https://openalex.org/A5141193438"],"corresponding_institution_ids":["https://openalex.org/I107851509","https://openalex.org/I31595395","https://openalex.org/I4210109893"],"apc_list":{"value":3680,"currency":"USD","value_usd":3680},"apc_paid":{"value":3680,"currency":"USD","value_usd":3680},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84937291,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"253","issue":null,"first_page":"112185","last_page":"112185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.8774999976158142,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.8774999976158142,"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/T12161","display_name":"Plant Surface Properties and Treatments","score":0.03790000081062317,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.01759999990463257,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.8876000046730042},{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.7477999925613403},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6682000160217285},{"id":"https://openalex.org/keywords/laser-scanning","display_name":"Laser scanning","score":0.5942999720573425},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.46959999203681946},{"id":"https://openalex.org/keywords/salient","display_name":"Salient","score":0.4681999981403351},{"id":"https://openalex.org/keywords/iterative-closest-point","display_name":"Iterative closest point","score":0.4108999967575073},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4083000123500824},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4004000127315521}],"concepts":[{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.8876000046730042},{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.7477999925613403},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6682000160217285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6396999955177307},{"id":"https://openalex.org/C141349535","wikidata":"https://www.wikidata.org/wiki/Q1361664","display_name":"Laser scanning","level":3,"score":0.5942999720573425},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5533999800682068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5045999884605408},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.46959999203681946},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.4681999981403351},{"id":"https://openalex.org/C195958017","wikidata":"https://www.wikidata.org/wiki/Q1675268","display_name":"Iterative closest point","level":3,"score":0.4108999967575073},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4004000127315521},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3849000036716461},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.37209999561309814},{"id":"https://openalex.org/C117455697","wikidata":"https://www.wikidata.org/wiki/Q190149","display_name":"Photogrammetry","level":2,"score":0.3440000116825104},{"id":"https://openalex.org/C176933379","wikidata":"https://www.wikidata.org/wiki/Q131877","display_name":"Natural rubber","level":2,"score":0.3393999934196472},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3328999876976013},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C2778869765","wikidata":"https://www.wikidata.org/wiki/Q6028363","display_name":"Inefficiency","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29809999465942383},{"id":"https://openalex.org/C167651023","wikidata":"https://www.wikidata.org/wiki/Q1474611","display_name":"Plot (graphics)","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C2780297707","wikidata":"https://www.wikidata.org/wiki/Q4895393","display_name":"Landmark","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C200336642","wikidata":"https://www.wikidata.org/wiki/Q15058706","display_name":"Point set registration","level":3,"score":0.2718999981880188},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.2662999927997589}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.compag.2026.112185","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2026.112185","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electronics in Agriculture","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.compag.2026.112185","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2026.112185","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electronics in Agriculture","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4958563446998596}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324882","display_name":"Hainan Provincial Department of Science and Technology","ror":"https://ror.org/03rbw2w25"},{"id":"https://openalex.org/F4958552263","display_name":"Key Laboratory of South China Sea Fishery Resources Exploitation and Utilization, Ministry of Agriculture and Rural Affairs, P. R. China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1972485825","https://openalex.org/W1988874269","https://openalex.org/W2049981393","https://openalex.org/W2130558599","https://openalex.org/W2519911873","https://openalex.org/W2788303796","https://openalex.org/W2900062227","https://openalex.org/W2947845725","https://openalex.org/W2986382673","https://openalex.org/W3015072278","https://openalex.org/W3035490780","https://openalex.org/W3047532279","https://openalex.org/W3088292472","https://openalex.org/W3109077063","https://openalex.org/W3157504330","https://openalex.org/W3185902918","https://openalex.org/W4363679305","https://openalex.org/W4365812616","https://openalex.org/W4383003004","https://openalex.org/W4386065549","https://openalex.org/W4388739232","https://openalex.org/W4390044126","https://openalex.org/W4391888733","https://openalex.org/W4394746389","https://openalex.org/W4399876968","https://openalex.org/W4399894838","https://openalex.org/W4403061961","https://openalex.org/W4409882924","https://openalex.org/W4410359286","https://openalex.org/W4412835276","https://openalex.org/W4413071219","https://openalex.org/W4413355511","https://openalex.org/W4416178208","https://openalex.org/W7118180866","https://openalex.org/W7125706564","https://openalex.org/W7140554536","https://openalex.org/W7160109744","https://openalex.org/W7160488379"],"related_works":[],"abstract_inverted_index":{"Advanced":[0],"phenotyping":[1],"is":[2,96,112],"essential":[3],"for":[4,48,165,179,213,229],"precise":[5],"growth":[6],"monitoring":[7],"and":[8,25,52,102,136,141,149,156,187,200,215,237],"reliable":[9],"yield":[10],"forecasting":[11],"of":[12,39,139,209,233],"economically":[13],"significant":[14],"rubber":[15,40,242],"trees.":[16],"Unmanned":[17],"laser":[18,27],"scanning":[19,28],"(ULS)":[20],"from":[21,30,67,191],"an":[22],"aerial":[23],"perspective":[24],"handheld":[26],"(HLS)":[29],"the":[31,124,161,192,206,230],"ground":[32],"can":[33,46],"efficiently":[34],"capture":[35],"3D":[36,57,234],"structural":[37,235],"information":[38,50,236],"plantations.":[41,243],"Registering":[42],"these":[43],"two":[44],"datasets":[45],"compensate":[47],"respective":[49],"gaps":[51],"achieve":[53,115],"a":[54,82,90,106,166],"more":[55],"complete":[56],"representation.":[58],"However,":[59],"existing":[60],"point":[61,85,143,194,217],"cloud":[62,86,195,218],"registration":[63,87,138,219],"methodologies":[64],"often":[65],"suffer":[66],"low":[68],"robustness":[69],"or":[70],"computational":[71],"inefficiency":[72],"when":[73],"applied":[74],"to":[75,98,114],"forest":[76,222],"scenes.":[77],"This":[78,203],"study":[79,204],"proposes":[80],"TreePMNet,":[81],"deep":[83,210],"learning-based":[84,211],"method.":[88],"First,":[89],"Local":[91],"Feature":[92],"Aggregation":[93],"(LFA)":[94],"module":[95,111],"designed":[97],"generate":[99],"salient":[100],"keypoints":[101],"distinctive":[103],"descriptors.":[104],"Subsequently,":[105],"Progressive":[107],"Transformation":[108],"Estimation":[109],"(PTE)":[110],"used":[113],"coarse-to-fine":[116],"registration.":[117],"The":[118,145,175],"proposed":[119],"method":[120],"was":[121,171],"evaluated":[122],"using":[123],"public":[125],"ULS-HLS-Rubber":[126],"dataset.":[127],"Experimental":[128],"results":[129],"demonstrate":[130],"that":[131],"TreePMNet":[132],"facilitates":[133],"both":[134],"effective":[135],"efficient":[137],"ULS":[140,214],"HLS":[142,216],"clouds.":[144],"average":[146,162],"RMSE,":[147],"RRE,":[148],"RTE":[150],"values":[151,178],"reached":[152,197],"0.09":[153],"m,":[154,158],"0.17\u00b0,":[155],"0.22":[157],"respectively.":[159,202],"Furthermore,":[160],"processing":[163],"time":[164],"900":[167],"m":[168],"2":[169,177],"plot":[170],"only":[172],"0.98":[173],"s.":[174],"R":[176],"tree":[180],"height,":[181],"diameter":[182,189],"at":[183],"breast":[184],"height":[185],"(DBH),":[186],"crown":[188],"extracted":[190],"registered":[193],"data":[196],"0.989,":[198],"0.856,":[199],"0.914,":[201],"underscores":[205],"developmental":[207],"potential":[208],"methods":[212],"in":[220,241],"complex":[221],"environments.":[223],"Our":[224],"findings":[225],"provide":[226],"invaluable":[227],"support":[228],"accurate":[231],"acquisition":[232],"advanced":[238],"phenotypic":[239],"characterization":[240]},"counts_by_year":[],"updated_date":"2026-07-21T05:56:28.042755","created_date":"2026-07-21T00:00:00"}