{"id":"https://openalex.org/W7225816097","doi":"https://doi.org/10.21203/rs.3.rs-11420076/v1","title":"Modeling Sclerotinia sclerotiorum disease development in lettuce cultivars: uncovering cultivar-specific disease dynamics through nonlinear growth models","display_name":"Modeling Sclerotinia sclerotiorum disease development in lettuce cultivars: uncovering cultivar-specific disease dynamics through nonlinear growth models","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225816097","doi":"https://doi.org/10.21203/rs.3.rs-11420076/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-11420076/v1","doi":"https://doi.org/10.21203/rs.3.rs-11420076/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11420076/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.21203/rs.3.rs-11420076/v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050326598","display_name":"Rafael Rodrigues de Souza","orcid":"https://orcid.org/0000-0001-9074-8546","observed_orcids":["https://orcid.org/0000-0001-9074-8546"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Rafael Rodrigues de Souza","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009874445","display_name":"Karina Chertok Bittencourt","orcid":"https://orcid.org/0000-0002-4127-0715","observed_orcids":["https://orcid.org/0000-0002-4127-0715"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Karina Chertok Bittencourt","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073327895","display_name":"Mariana Poll Moraes","orcid":"https://orcid.org/0000-0001-7546-7025","observed_orcids":["https://orcid.org/0000-0001-7546-7025"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mariana Poll Moraes","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077072358","display_name":"Jo\u00e3o Ant\u00f4nio Paraginski","orcid":"https://orcid.org/0000-0003-0690-9402","observed_orcids":["https://orcid.org/0000-0003-0690-9402"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Ant\u00f4nio Paraginski","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052116698","display_name":"Thain\u00e1 Fogliatto Moreira","orcid":"https://orcid.org/0000-0002-4815-9753","observed_orcids":["https://orcid.org/0000-0002-4815-9753"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Thain\u00e1 Fogliatto Moreira","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007959181","display_name":"Marcos J\u00falio Toebe","orcid":"https://orcid.org/0000-0003-2033-1467","observed_orcids":["https://orcid.org/0000-0003-2033-1467"]},"institutions":[{"id":"https://openalex.org/I33501960","display_name":"Universidade Federal de Santa Maria","ror":"https://ror.org/01b78mz79","country_code":"BR","type":"education","lineage":["https://openalex.org/I33501960"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcos Toebe","raw_affiliation_strings":["Federal University of Santa Maria (UFSM)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Santa Maria (UFSM)","institution_ids":["https://openalex.org/I33501960"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5050326598"],"corresponding_institution_ids":["https://openalex.org/I33501960"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12771","display_name":"Plant pathogens and resistance mechanisms","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12771","display_name":"Plant pathogens and resistance mechanisms","score":1.0,"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/T11900","display_name":"Fungal Plant Pathogen Control","score":0.0,"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/T13214","display_name":"Powdery Mildew Fungal Diseases","score":0.0,"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"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C2778530245","wikidata":"https://www.wikidata.org/wiki/Q2165315","display_name":"Sclerotinia sclerotiorum","level":2,"score":0.930400013923645},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.725600004196167},{"id":"https://openalex.org/C134463574","wikidata":"https://www.wikidata.org/wiki/Q1011785","display_name":"Gompertz function","level":2,"score":0.6410999894142151},{"id":"https://openalex.org/C180032290","wikidata":"https://www.wikidata.org/wiki/Q1664296","display_name":"Inoculation","level":2,"score":0.4871000051498413},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.44850000739097595},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.3853999972343445},{"id":"https://openalex.org/C3019235130","wikidata":"https://www.wikidata.org/wiki/Q188956","display_name":"Plant disease","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C42972112","wikidata":"https://www.wikidata.org/wiki/Q170201","display_name":"Veterinary medicine","level":1,"score":0.3596999943256378},{"id":"https://openalex.org/C46254838","wikidata":"https://www.wikidata.org/wiki/Q5156536","display_name":"Completely randomized design","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C2777913619","wikidata":"https://www.wikidata.org/wiki/Q1969330","display_name":"Sclerotinia","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C101104100","wikidata":"https://www.wikidata.org/wiki/Q1063540","display_name":"Heteroscedasticity","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C150903083","wikidata":"https://www.wikidata.org/wiki/Q7108","display_name":"Biotechnology","level":1,"score":0.2987000048160553},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.2856000065803528},{"id":"https://openalex.org/C2778022156","wikidata":"https://www.wikidata.org/wiki/Q576145","display_name":"Strain (injury)","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C2776678335","wikidata":"https://www.wikidata.org/wiki/Q3281368","display_name":"Wilt disease","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.26759999990463257},{"id":"https://openalex.org/C33070731","wikidata":"https://www.wikidata.org/wiki/Q7218","display_name":"Toxicology","level":1,"score":0.26460000872612},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C2987315675","wikidata":"https://www.wikidata.org/wiki/Q1773974","display_name":"Disease control","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C2984755018","wikidata":"https://www.wikidata.org/wiki/Q17118374","display_name":"Nonlinear model","level":3,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-11420076/v1","doi":"https://doi.org/10.21203/rs.3.rs-11420076/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11420076/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-11420076/v1","doi":"https://doi.org/10.21203/rs.3.rs-11420076/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11420076/v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1976641554","https://openalex.org/W2005302597","https://openalex.org/W2018045070","https://openalex.org/W2027700521","https://openalex.org/W2057250994","https://openalex.org/W2070779353","https://openalex.org/W2133717387","https://openalex.org/W2146363574","https://openalex.org/W2163205138","https://openalex.org/W2328633258","https://openalex.org/W2792969281","https://openalex.org/W2884883504","https://openalex.org/W2898950774","https://openalex.org/W2907577360","https://openalex.org/W3007562101","https://openalex.org/W3013559102","https://openalex.org/W3036087407","https://openalex.org/W3086323106","https://openalex.org/W3097676546","https://openalex.org/W3129681014","https://openalex.org/W4220849006","https://openalex.org/W4223435963","https://openalex.org/W4281809602","https://openalex.org/W4389274434"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Temporal":[1],"disease":[2,114,140,147],"severity":[3,65],"reflects":[4],"complex":[5],"biological":[6],"processes":[7],"influenced":[8],"by":[9],"host\u2013pathogen":[10],"interactions.":[11],"This":[12],"study":[13],"aimed":[14],"to":[15,70,101],"model":[16],"white":[17],"mold":[18],"progress":[19],"in":[20,41],"lettuce":[21],"genotypes":[22,35],"inoculated":[23,37,124],"with":[24,38,61,94,125],"Sclerotinia":[25],"sclerotiorum":[26],"strains.":[27],"Detached":[28],"leaves":[29],"of":[30,77],"Crespa,":[31],"Lisa,":[32],"and":[33,43,81,84,104,109,122,133,142,146],"Mimosa":[34,123],"were":[36,88],"strains":[39],"collected":[40],"Bag\u00e9":[42,127],"Cristal,":[44],"Rio":[45],"Grande":[46],"do":[47],"Sul,":[48],"Brazil.":[49],"The":[50],"experiment":[51],"followed":[52],"a":[53],"completely":[54],"randomized":[55],"3":[56],"\u00d7":[57],"2":[58],"factorial":[59],"design":[60],"five":[62],"replications.":[63],"Disease":[64],"was":[66,79],"assessed":[67],"from":[68],"24":[69],"168":[71],"hours":[72],"after":[73],"inoculation.":[74],"Repeated-measures":[75],"analysis":[76],"variance":[78],"performed,":[80],"Gompertz,":[82],"Logistic,":[83],"Von":[85],"Bertalanffy":[86],"models":[87,135],"fitted":[89],"using":[90],"nonlinear":[91],"least":[92,96],"squares,":[93],"generalized":[95],"squares":[97],"applied":[98],"when":[99],"necessary":[100],"address":[102],"heteroscedasticity":[103],"residual":[105],"autocorrelation.":[106],"Genotype,":[107],"strain,":[108],"time":[110],"interactions":[111],"significantly":[112],"affected":[113],"progress.":[115],"Crespa":[116],"showed":[117],"lower":[118],"susceptibility,":[119],"whereas":[120],"Lisa":[121],"the":[126],"strain":[128],"exhibited":[129],"greater":[130],"severity.":[131],"Logistic":[132],"Gompertz":[134],"performed":[136],"best,":[137],"effectively":[138],"characterizing":[139],"dynamics":[141],"supporting":[143],"epidemiological":[144],"research":[145],"management":[148],"strategies.":[149]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
