{"id":"https://openalex.org/W7225783076","doi":"https://doi.org/10.3390/plants15223509","title":"Disentangling Verticillium Wilt and Nitrogen Deficiency in Cotton Through Hyperspectral Temporal Signatures and Cross-Stage Generalization","display_name":"Disentangling Verticillium Wilt and Nitrogen Deficiency in Cotton Through Hyperspectral Temporal Signatures and Cross-Stage Generalization","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225783076","doi":"https://doi.org/10.3390/plants15223509"},"language":"en","primary_location":{"id":"doi:10.3390/plants15223509","doi":"https://doi.org/10.3390/plants15223509","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants15223509","pdf_url":null,"source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Plants","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/plants15223509","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053573285","display_name":"Sumin Lv","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sumin Lv","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5151792955","display_name":"Penglei Yan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Penglei Yan","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5151744823","display_name":"Xuan Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Li","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161429529","display_name":"Ziyi Yi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Yi","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161478315","display_name":"Fu Zhou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Zhou","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320915","display_name":"Xiao Zhang","orcid":"https://orcid.org/0000-0003-0111-8089","observed_orcids":["https://orcid.org/0000-0003-0111-8089"]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiao Zhang","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038188979","display_name":"Nannan Zhang","orcid":"https://orcid.org/0000-0003-2956-8815","observed_orcids":["https://orcid.org/0000-0003-2956-8815"]},"institutions":[{"id":"https://openalex.org/I3129293551","display_name":"Tarim University","ror":"https://ror.org/05202v862","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129293551"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Nannan Zhang","raw_affiliation_strings":["College of Information Engineering, Tarim University, Alar 843300, China","Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Tarim University, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]},{"raw_affiliation_string":"Key Laboratory of Tarim Oasis Agriculture, Tarim University, Ministry of Education, Alar 843300, China","institution_ids":["https://openalex.org/I3129293551"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5038188979","https://openalex.org/A5100320915"],"corresponding_institution_ids":["https://openalex.org/I3129293551"],"apc_list":{"value":2700,"currency":"CHF","value_usd":3258},"apc_paid":{"value":2700,"currency":"CHF","value_usd":3258},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"22","first_page":"3509","last_page":"3509"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.6669999957084656,"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":0.6669999957084656,"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/T10616","display_name":"Smart Agriculture and AI","score":0.16660000383853912,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.08799999952316284,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.6484000086784363},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.6442000269889832},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.4839000105857849},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.446399986743927},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.4350000023841858},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3968999981880188},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.38690000772476196},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.3693000078201294},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.3684000074863434},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.34389999508857727},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.33469998836517334},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.3325999975204468},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.31310001015663147},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3068000078201294},{"id":"https://openalex.org/C2778217198","wikidata":"https://www.wikidata.org/wiki/Q556977","display_name":"Cutoff","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C75639521","wikidata":"https://www.wikidata.org/wiki/Q1283519","display_name":"Field experiment","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C23209589","wikidata":"https://www.wikidata.org/wiki/Q3368724","display_name":"Pathosystem","level":3,"score":0.2881999909877777},{"id":"https://openalex.org/C2776949228","wikidata":"https://www.wikidata.org/wiki/Q1475267","display_name":"Fusarium wilt","level":3,"score":0.27950000762939453},{"id":"https://openalex.org/C101000010","wikidata":"https://www.wikidata.org/wiki/Q5033434","display_name":"Canopy","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C114700698","wikidata":"https://www.wikidata.org/wiki/Q2882278","display_name":"Spectral bands","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C537208039","wikidata":"https://www.wikidata.org/wiki/Q627","display_name":"Nitrogen","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C137776501","wikidata":"https://www.wikidata.org/wiki/Q7208270","display_name":"Point of delivery","level":2,"score":0.2540999948978424},{"id":"https://openalex.org/C176641082","wikidata":"https://www.wikidata.org/wiki/Q2446767","display_name":"Spectral signature","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/plants15223509","doi":"https://doi.org/10.3390/plants15223509","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants15223509","pdf_url":null,"source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Plants","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/plants15223509","doi":"https://doi.org/10.3390/plants15223509","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants15223509","pdf_url":null,"source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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":"Plants","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1987097445","https://openalex.org/W2016090370","https://openalex.org/W2024925469","https://openalex.org/W2025876953","https://openalex.org/W2045125597","https://openalex.org/W2102273661","https://openalex.org/W2109606373","https://openalex.org/W2152195021","https://openalex.org/W2169281690","https://openalex.org/W2290941980","https://openalex.org/W2295598076","https://openalex.org/W2297564073","https://openalex.org/W2761176843","https://openalex.org/W2809918877","https://openalex.org/W2989315263","https://openalex.org/W3094130103","https://openalex.org/W3133307794","https://openalex.org/W3196393328","https://openalex.org/W3201267523","https://openalex.org/W3201906676","https://openalex.org/W3209733456","https://openalex.org/W4232478844","https://openalex.org/W4239510810","https://openalex.org/W4244079159","https://openalex.org/W4293526428","https://openalex.org/W4309507689","https://openalex.org/W4311934161","https://openalex.org/W4312954132","https://openalex.org/W4317434663","https://openalex.org/W4365152888","https://openalex.org/W4376139165","https://openalex.org/W4385380153","https://openalex.org/W4386559677","https://openalex.org/W4387140646","https://openalex.org/W4389415252","https://openalex.org/W4390665686","https://openalex.org/W4391392820","https://openalex.org/W4394011956","https://openalex.org/W4396654711","https://openalex.org/W4405293733","https://openalex.org/W4409858862","https://openalex.org/W4410416688","https://openalex.org/W4413040068","https://openalex.org/W4416192244","https://openalex.org/W7133215160"],"related_works":[],"abstract_inverted_index":{"Cotton":[0],"Verticillium":[1],"wilt":[2],"and":[3,11,28,34,44,52,56,64,80,93,103,124,148,155,164,172,184,189,216,247,258,274,278,301,310],"nitrogen":[4,62,297],"deficiency":[5],"can":[6],"produce":[7],"similar":[8],"chlorotic":[9],"symptoms":[10],"spectral":[12,91,268],"responses,":[13],"while":[14],"variation":[15],"among":[16,270],"growth":[17,170],"stages":[18],"may":[19],"further":[20],"limit":[21],"model":[22,308],"transferability.":[23,292],"We":[24],"used":[25],"leaf-level":[26],"hyperspectral":[27],"SPAD":[29],"data":[30],"from":[31,210,217],"FS,":[32,153,187],"BS,":[33,154,188],"BO":[35],"to":[36,142,212,219,306],"classify":[37],"three":[38],"operational":[39,276],"classes\u2014healthy-reference":[40],"(H),":[41],"nitrogen-deficiency":[42],"(N),":[43],"Verticillium-wilt":[45],"(W)\u2014and":[46],"assess":[47],"preprocessing,":[48],"feature":[49,77,259],"selection,":[50],"classification,":[51],"cross-stage":[53,202,291],"transfer.":[54],"N":[55],"W":[57,275],"were":[58,108],"defined":[59],"by":[60,145],"reduced":[61],"supply":[63],"characteristic":[65],"field":[66],"symptoms,":[67],"respectively,":[68,191],"without":[69],"independent":[70],"tissue-nitrogen":[71],"or":[72],"pathogen":[73,299],"confirmation.":[74],"Random":[75],"forest\u2013recursive":[76],"elimination":[78],"(RF-RFE)":[79],"a":[81],"mutual-information-based":[82],"particle":[83],"swarm":[84],"optimization":[85],"filter":[86],"(Filter-PSO)":[87],"each":[88],"selected":[89],"20":[90],"bands,":[92],"support":[94],"vector":[95],"machine":[96],"(SVM),":[97],"Light":[98],"Gradient":[99,105],"Boosting":[100,106],"Machine":[101],"(LightGBM),":[102],"Extreme":[104],"(XGBoost)":[107],"integrated":[109],"into":[110,289],"an":[111],"Opt-SLX":[112],"probability-fusion":[113],"ensemble.":[114],"Cross-stage":[115],"analyses":[116],"compared":[117],"direct":[118],"transfer":[119,203,223,242,256],"with":[120,206,230],"correlation":[121],"alignment":[122],"(CORAL)":[123],"mean\u2013variance":[125],"alignment.":[126],"Repeated":[127],"cross-validation":[128],"on":[129,168,253],"the":[130,159,195,231,245,250,254,271],"development":[131],"set":[132],"showed":[133,225],"that":[134,280],"SG-MSC":[135],"increased":[136,238],"mean":[137,207],"overall":[138],"accuracy":[139,284],"(OA)":[140],"relative":[141],"raw":[143],"spectra":[144],"28.58,":[146],"27.78,":[147],"35.71":[149],"percentage":[150],"points":[151],"at":[152,186,198],"BO,":[156,190],"respectively.":[157],"Under":[158],"fixed":[160],"20-band":[161],"setting,":[162],"classifier":[163],"ensemble":[165],"performance":[166,224,239],"depended":[167,252],"both":[169],"stage":[171],"feature-selection":[173],"pipeline.":[174],"RF-RFE\u2013Opt-SLX":[175],"achieved":[176,194],"held-out":[177],"test":[178],"OA":[179,197,208],"values":[180],"of":[181,249],"0.9206,":[182],"0.9286,":[183],"0.9127":[185],"whereas":[192],"RF-RFE\u2013SVM":[193],"highest":[196],"BS":[199],"(0.9365).":[200],"Direct":[201],"declined":[204],"markedly,":[205],"ranging":[209],"0.4206":[211],"0.5556":[213],"under":[214,221],"RF-RFE":[215],"0.3968":[218],"0.5159":[220],"Filter-PSO;":[222],"no":[226],"simple":[227],"monotonic":[228],"relationship":[229],"calendar":[232],"interval":[233],"between":[234],"stages.":[235],"Domain":[236],"adaptation":[237],"in":[240,267],"some":[241],"tasks,":[243],"but":[244],"magnitude":[246],"direction":[248],"gains":[251],"specific":[255],"task":[257],"representation.":[260],"These":[261],"results":[262],"demonstrate":[263],"pronounced":[264],"growth-stage":[265],"dependence":[266],"discrimination":[269],"H,":[272],"N,":[273],"classes":[277],"show":[279],"high":[281],"within-stage":[282],"classification":[283],"does":[285],"not":[286],"necessarily":[287],"translate":[288],"robust":[290],"Independent":[293],"validation":[294],"incorporating":[295],"tissue":[296],"measurements,":[298],"confirmation,":[300],"multi-environment":[302],"datasets":[303],"is":[304],"needed":[305],"establish":[307],"robustness":[309],"generalizability.":[311]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
