{"id":"https://openalex.org/W3123559928","doi":"https://doi.org/10.17503/agrivita.v43i1.2843","title":"Bioinspired Optimization of Germination Nutrients Based on Lactuca sativa Seedling Root Traits as Influenced by Seed Stratification, Fortification and Light Spectrums","display_name":"Bioinspired Optimization of Germination Nutrients Based on Lactuca sativa Seedling Root Traits as Influenced by Seed Stratification, Fortification and Light Spectrums","publication_year":2021,"publication_date":"2021-01-28","ids":{"openalex":"https://openalex.org/W3123559928","doi":"https://doi.org/10.17503/agrivita.v43i1.2843","mag":"3123559928"},"language":"en","primary_location":{"id":"doi:10.17503/agrivita.v43i1.2843","doi":"https://doi.org/10.17503/agrivita.v43i1.2843","is_oa":true,"landing_page_url":"https://doi.org/10.17503/agrivita.v43i1.2843","pdf_url":"https://agrivita.ub.ac.id/index.php/agrivita/article/download/2843/1356","source":{"id":"https://openalex.org/S2764837602","display_name":"AGRIVITA Journal of Agricultural Science","issn_l":"0126-0537","issn":["0126-0537","2302-6766","2477-8516"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGRIVITA Journal of Agricultural Science","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://agrivita.ub.ac.id/index.php/agrivita/article/download/2843/1356","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014017066","display_name":"Ronnie Concepcion","orcid":"https://orcid.org/0000-0002-7611-1562","observed_orcids":["https://orcid.org/0000-0002-7611-1562"]},"institutions":[{"id":"https://openalex.org/I5996616","display_name":"De La Salle University","ror":"https://ror.org/04xftk194","country_code":"PH","type":"education","lineage":["https://openalex.org/I4405258692","https://openalex.org/I5996616"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Ronnie S. Concepcion II","raw_affiliation_strings":["De La Salle University, Manila, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"De La Salle University, Manila, Philippines","institution_ids":["https://openalex.org/I5996616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027440897","display_name":"Elmer P. Dadios","orcid":"https://orcid.org/0000-0002-5751-389X","observed_orcids":["https://orcid.org/0000-0002-5751-389X"]},"institutions":[{"id":"https://openalex.org/I5996616","display_name":"De La Salle University","ror":"https://ror.org/04xftk194","country_code":"PH","type":"education","lineage":["https://openalex.org/I4405258692","https://openalex.org/I5996616"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Elmer P. Dadios","raw_affiliation_strings":["De La Salle University, Manila, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"De La Salle University, Manila, Philippines","institution_ids":["https://openalex.org/I5996616"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5996616"],"apc_list":{"value":250,"currency":"USD","value_usd":250},"apc_paid":{"value":250,"currency":"USD","value_usd":250},"fwci":3.4865,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.92544323,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"43","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11098","display_name":"Seed Germination and Physiology","score":0.551800012588501,"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/T11098","display_name":"Seed Germination and Physiology","score":0.551800012588501,"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/T11268","display_name":"Light effects on plants","score":0.29789999127388,"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/T12113","display_name":"Growth and nutrition in plants","score":0.036400001496076584,"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":[{"id":"https://openalex.org/keywords/lettuce","display_name":"lettuce","score":0.9409999847412109},{"id":"https://openalex.org/keywords/lettuce-seed-germination","display_name":"lettuce seed germination","score":0.8450000286102295},{"id":"https://openalex.org/keywords/root-system-architecture","display_name":"root architecture","score":0.6439999938011169},{"id":"https://openalex.org/keywords/seed-stratification","display_name":"seed stratification","score":0.6930000185966492},{"id":"https://openalex.org/keywords/cold-stratification","display_name":"cold stratification","score":0.8230000138282776},{"id":"https://openalex.org/keywords/light-spectrum","display_name":"light spectrum","score":0.7120000123977661},{"id":"https://openalex.org/keywords/red-and-blue-light","display_name":"red and blue light","score":0.7360000014305115},{"id":"https://openalex.org/keywords/gibberellic-acid","display_name":"gibberellic acid","score":0.9340000152587891},{"id":"https://openalex.org/keywords/naphthaleneacetic-acid","display_name":"naphthaleneacetic acid","score":0.9120000004768372},{"id":"https://openalex.org/keywords/thiamine","display_name":"thiamine","score":0.9070000052452087},{"id":"https://openalex.org/keywords/nitrate","display_name":"nitrate","score":0.7919999957084656},{"id":"https://openalex.org/keywords/phosphate","display_name":"phosphate","score":0.996999979019165},{"id":"https://openalex.org/keywords/potassium","display_name":"potassium","score":0.9929999709129333},{"id":"https://openalex.org/keywords/graph-cut-segmentation","display_name":"graph cut segmentation","score":0.746999979019165},{"id":"https://openalex.org/keywords/computer-vision","display_name":"computer vision","score":0.8270000219345093},{"id":"https://openalex.org/keywords/firefly-algorithm","display_name":"firefly algorithm","score":0.9340000152587891},{"id":"https://openalex.org/keywords/bio-inspired-optimization","display_name":"bio-inspired optimization","score":0.9259999990463257}],"concepts":[{"id":"https://openalex.org/C2778343920","wikidata":"https://www.wikidata.org/wiki/Q578052","display_name":"Lactuca","level":2,"score":0.9229996204376221},{"id":"https://openalex.org/C2776096895","wikidata":"https://www.wikidata.org/wiki/Q1385709","display_name":"Seedling","level":2,"score":0.742956280708313},{"id":"https://openalex.org/C100701293","wikidata":"https://www.wikidata.org/wiki/Q193838","display_name":"Germination","level":2,"score":0.700789213180542},{"id":"https://openalex.org/C142796444","wikidata":"https://www.wikidata.org/wiki/Q181394","display_name":"Nutrient","level":2,"score":0.6464381814002991},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.5934047102928162},{"id":"https://openalex.org/C185802005","wikidata":"https://www.wikidata.org/wiki/Q3129307","display_name":"Radicle","level":3,"score":0.5695624947547913},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.4801746904850006},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.4398965537548065},{"id":"https://openalex.org/C2777970491","wikidata":"https://www.wikidata.org/wiki/Q411138","display_name":"Gibberellic acid","level":3,"score":0.42567867040634155},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.4126646816730499},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.17503/agrivita.v43i1.2843","doi":"https://doi.org/10.17503/agrivita.v43i1.2843","is_oa":true,"landing_page_url":"https://doi.org/10.17503/agrivita.v43i1.2843","pdf_url":"https://agrivita.ub.ac.id/index.php/agrivita/article/download/2843/1356","source":{"id":"https://openalex.org/S2764837602","display_name":"AGRIVITA Journal of Agricultural Science","issn_l":"0126-0537","issn":["0126-0537","2302-6766","2477-8516"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGRIVITA Journal of Agricultural Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:203f4d91c6af4c72976e74cf55499462","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/203f4d91c6af4c72976e74cf55499462","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AGRIVITA Journal of Agricultural Science, Vol 43, Iss 1, Pp 174-189 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.17503/agrivita.v43i1.2843","doi":"https://doi.org/10.17503/agrivita.v43i1.2843","is_oa":true,"landing_page_url":"https://doi.org/10.17503/agrivita.v43i1.2843","pdf_url":"https://agrivita.ub.ac.id/index.php/agrivita/article/download/2843/1356","source":{"id":"https://openalex.org/S2764837602","display_name":"AGRIVITA Journal of Agricultural Science","issn_l":"0126-0537","issn":["0126-0537","2302-6766","2477-8516"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGRIVITA Journal of Agricultural Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.991100013256073,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313925","display_name":"De La Salle University","ror":"https://ror.org/04xftk194"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3123559928.pdf","grobid_xml":"https://content.openalex.org/works/W3123559928.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1970514804","https://openalex.org/W1990562571","https://openalex.org/W1990852836","https://openalex.org/W2082146179","https://openalex.org/W2096291512","https://openalex.org/W2168735860","https://openalex.org/W2169785434","https://openalex.org/W2417242607","https://openalex.org/W2550393795","https://openalex.org/W2786087490","https://openalex.org/W2790567962","https://openalex.org/W2811063991","https://openalex.org/W2886729432","https://openalex.org/W2903485910","https://openalex.org/W2942787512","https://openalex.org/W2948189490","https://openalex.org/W2988952749","https://openalex.org/W3003433397","https://openalex.org/W3012241758","https://openalex.org/W3017812922","https://openalex.org/W3020581823","https://openalex.org/W3026645015","https://openalex.org/W3026712214","https://openalex.org/W3033442800","https://openalex.org/W3043091003","https://openalex.org/W3046748795","https://openalex.org/W3092017039","https://openalex.org/W3114027690","https://openalex.org/W3115216236"],"related_works":["https://openalex.org/W2263603485","https://openalex.org/W1982748487","https://openalex.org/W3092130171","https://openalex.org/W1991239881","https://openalex.org/W2977250581","https://openalex.org/W2049811946","https://openalex.org/W2064839790","https://openalex.org/W2166671","https://openalex.org/W2085034771","https://openalex.org/W4410506547"],"abstract_inverted_index":{"Ecophysiological":[0],"stimulators":[1],"directly":[2],"affect":[3],"root":[4,19,72,185],"morphology,":[5],"especially":[6],"in":[7,113],"the":[8,18,29,81,93,133,188],"embryonic":[9],"stage.":[10],"To":[11],"enhance":[12],"crop":[13],"germination,":[14],"an":[15],"understanding":[16],"of":[17,32,46,77,86,108,148],"traits":[20],"under":[21],"abiotic":[22],"inducers":[23],"is":[24,175],"needed.":[25],"In":[26],"this":[27,181],"study,":[28],"combined":[30],"impacts":[31],"white":[33,193],"and":[34,40,84,99,129,132,157],"red-blue":[35],"light":[36,194],"spectrums,":[37],"cold":[38,198],"stratification,":[39],"seed":[41],"fortification":[42],"involving":[43],"various":[44],"concentrations":[45],"bioactive":[47],"chemicals":[48],"namely":[49],"simple":[50],"nutrient":[51,136],"addition":[52],"program":[53],"solution,":[54],"gibberellic":[55],"acid,":[56],"\u03b1-naphthaleneacetic":[57],"acid":[58],"with":[59,143,187,197],"thiamine":[60],"hydrochloride":[61],"were":[62,102,111],"evaluated":[63],"on":[64,192],"loose-leaf":[65],"lettuce":[66,166],"(Lactuca":[67],"sativa":[68],"var.":[69],"Altima)":[70],"seedling":[71],"architecture.":[73],"The":[74],"growth-promoting":[75],"effects":[76],"these":[78],"nutrients":[79],"varied":[80],"growth":[82,186],"rate":[83],"morphology":[85],"roots":[87],"which":[88],"are":[89],"immediately":[90],"shown":[91],"during":[92],"radicle":[94],"development.":[95],"Integrated":[96],"computer":[97],"vision":[98],"computational":[100],"intelligence":[101],"employed":[103],"for":[104,151,155,160],"phytomorphological":[105],"signatures":[106],"extraction":[107],"seedlings":[109,167],"that":[110,165],"cultivated":[112],"a":[114],"customized":[115],"modulable":[116],"spectrum":[117,195],"experimental":[118],"chamber":[119],"(MSPEC).":[120],"Root":[121],"phenotype":[122],"model":[123],"was":[124,138,163],"developed":[125],"using":[126,140],"graph-cut":[127],"segmentation":[128],"region":[130],"properties,":[131],"ideal":[134],"germination":[135],"concentration":[137],"optimized":[139],"bioinspired":[141],"models":[142],"firefly":[144],"algorithm":[145],"optimal":[146],"result":[147],"204.1":[149],"mg/L":[150,154,159],"nitrate,":[152],"238.15":[153],"phosphate,":[156],"158.08":[158],"potassium.":[161],"It":[162],"verified":[164],"can":[168],"endure":[169],"highly":[170],"concentrated":[171],"nutrients,":[172],"however,":[173],"it":[174],"more":[176],"sensitive":[177],"to":[178],"phosphate":[179],"as":[180],"macronutrient":[182],"significantly":[183],"promotes":[184],"increased":[189],"whorl":[190],"number":[191],"exposure":[196],"stratification.":[199]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":12}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-02-01T00:00:00"}
