{"id":"https://openalex.org/W7162112151","doi":"https://doi.org/10.4114/intartif.vol29iss77pp78-90","title":"Highly explainable predictive models with DoME for the management of DSP-related harmful algal blooms in the shellfish industry","display_name":"Highly explainable predictive models with DoME for the management of DSP-related harmful algal blooms in the shellfish industry","publication_year":2026,"publication_date":"2026-02-01","ids":{"openalex":"https://openalex.org/W7162112151","doi":"https://doi.org/10.4114/intartif.vol29iss77pp78-90"},"language":null,"primary_location":{"id":"doi:10.4114/intartif.vol29iss77pp78-90","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol29iss77pp78-90","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1822/274","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"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":"Inteligencia Artificial","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.iberamia.org/index.php/intartif/article/download/1822/274","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030180443","display_name":"Andr\u00e9s Molares-Ulloa","orcid":"https://orcid.org/0000-0002-9007-5625"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andres Molares-Ulloa","raw_affiliation_strings":["Universidade da Coru\u00f1a, Spain"],"raw_orcid":"https://orcid.org/0000-0002-9007-5625","affiliations":[{"raw_affiliation_string":"Universidade da Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130865330","display_name":"Daniel Rivero","orcid":null},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Rivero","raw_affiliation_strings":["Universidade da Coru\u02dcna, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade da Coru\u02dcna, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040324217","display_name":"Jos\u00e9 Molares","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133552","display_name":"Centro Tecnol\u00f3gico del Mar","ror":"https://ror.org/03g8d4x11","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210133552"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Molares","raw_affiliation_strings":["Instituto Tecnol\u00b4oxico para o Control do Medio Mari\u02dcno de Galicia (INTECMAR), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00b4oxico para o Control do Medio Mari\u02dcno de Galicia (INTECMAR), Spain","institution_ids":["https://openalex.org/I4210133552"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008975911","display_name":"Enrique Fern\u00e1ndez-Blanco","orcid":"https://orcid.org/0000-0003-3260-8734"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Enrique Fernandez-Blanco","raw_affiliation_strings":["Universidade da Coru\u02dcna, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade da Coru\u02dcna, Spain","institution_ids":["https://openalex.org/I11019714"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.60744547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"77","first_page":"78","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11985","display_name":"Marine Toxins and Detection Methods","score":0.46380001306533813,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/T11985","display_name":"Marine Toxins and Detection Methods","score":0.46380001306533813,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/T11088","display_name":"Marine Bivalve and Aquaculture Studies","score":0.08659999817609787,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T12316","display_name":"Oil Spill Detection and Mitigation","score":0.0414000004529953,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"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/shellfish","display_name":"Shellfish","score":0.8212000131607056},{"id":"https://openalex.org/keywords/algal-bloom","display_name":"Algal bloom","score":0.8080999851226807},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.569100022315979},{"id":"https://openalex.org/keywords/dome","display_name":"Dome (geology)","score":0.5170999765396118},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.43810001015663147},{"id":"https://openalex.org/keywords/aquaculture","display_name":"Aquaculture","score":0.32280001044273376}],"concepts":[{"id":"https://openalex.org/C2781028344","wikidata":"https://www.wikidata.org/wiki/Q6501235","display_name":"Shellfish","level":4,"score":0.8212000131607056},{"id":"https://openalex.org/C120305227","wikidata":"https://www.wikidata.org/wiki/Q326139","display_name":"Algal bloom","level":4,"score":0.8080999851226807},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.569100022315979},{"id":"https://openalex.org/C189092281","wikidata":"https://www.wikidata.org/wiki/Q3236743","display_name":"Dome (geology)","level":2,"score":0.5170999765396118},{"id":"https://openalex.org/C505870484","wikidata":"https://www.wikidata.org/wiki/Q180538","display_name":"Fishery","level":1,"score":0.4860000014305115},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.43810001015663147},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4172999858856201},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3984000086784363},{"id":"https://openalex.org/C86909935","wikidata":"https://www.wikidata.org/wiki/Q188989","display_name":"Aquaculture","level":3,"score":0.32280001044273376},{"id":"https://openalex.org/C2779528183","wikidata":"https://www.wikidata.org/wiki/Q384821","display_name":"Shellfish poisoning","level":5,"score":0.2939999997615814},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.2896000146865845},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2890999913215637},{"id":"https://openalex.org/C2987857752","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Human health","level":2,"score":0.2870999872684479},{"id":"https://openalex.org/C112570922","wikidata":"https://www.wikidata.org/wiki/Q60528603","display_name":"Contamination","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2773999869823456}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4114/intartif.vol29iss77pp78-90","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol29iss77pp78-90","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1822/274","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"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":"Inteligencia Artificial","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4114/intartif.vol29iss77pp78-90","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol29iss77pp78-90","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1822/274","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"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":"Inteligencia Artificial","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6304430365562439}],"awards":[{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6756106972","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7434936867","display_name":null,"funder_award_id":"PID2021","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7162112151.pdf","grobid_xml":"https://content.openalex.org/works/W7162112151.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,42],"occurrence":[1],"of":[2,19,72,116,123,161,168],"HAB":[3,105],"has":[4],"a":[5,61,69,88,134,159,186],"direct":[6],"impact":[7],"on":[8,39],"shellfish":[9,20,139,197],"farming,":[10],"leading":[11],"to":[12,16,24,165,200],"economic":[13,206],"losses":[14],"due":[15],"the":[17,40,55,73,76,102,112,121,138,145,182,196],"contamination":[18],"with":[21,129,178],"toxins":[22],"harmful":[23],"human":[25],"health.":[26],"Predicting":[27],"these":[28],"blooms":[29],"accurately":[30],"is":[31,47,58],"therefore":[32],"crucial":[33],"for":[34,50,65,91,120,137,191],"minimizing":[35],"their":[36],"negative":[37],"effects":[38],"industry.":[41,140],"DoME":[43,81,114,157],"machine":[44],"learning":[45],"model":[46,57],"particularly":[48],"notable":[49],"its":[51,153,179],"high":[52],"interpretability,":[53],"as":[54,60,185],"trained":[56],"expressed":[59],"mathematical":[62],"equation,":[63],"allowing":[64],"transparent":[66],"analysis":[67],"and":[68,155,188,205],"better":[70],"understanding":[71],"factors":[74],"driving":[75],"predictions.":[77],"This":[78,174],"characteristic":[79],"distinguishes":[80],"from":[82],"other":[83],"black-box":[84],"models,":[85],"making":[86],"it":[87],"valuable":[89],"tool":[90],"stakeholders":[92],"seeking":[93],"not":[94],"only":[95],"accurate":[96],"predictions":[97],"but":[98],"also":[99],"insights":[100],"into":[101],"dynamics":[103],"behind":[104],"events.":[106],"In":[107],"this":[108],"study,":[109],"we":[110],"evaluated":[111],"novel":[113],"(Development":[115],"Mathematical":[117],"Expressions)":[118],"algorithm":[119],"prediction":[122],"Harmful":[124],"Algal":[125],"Blooms":[126],"(HAB)":[127],"associated":[128],"Diarrhoeic":[130],"Shellfish":[131],"Poisoning":[132],"(DSP),":[133],"significant":[135],"concern":[136],"Our":[141],"testing":[142],"involved":[143],"analysing":[144],"model\u2019s":[146,183],"performance":[147],"in":[148,195],"various":[149],"environmental":[150],"conditions,":[151],"demonstrating":[152],"robustness":[154],"adaptability.":[156],"achieved":[158],"F1-score":[160],"97.80%,":[162],"which":[163],"corresponds":[164],"an":[166],"improvement":[167],"around":[169],"8%":[170],"over":[171],"previous":[172],"studies.":[173],"superior":[175],"performance,":[176],"combined":[177],"explainability,":[180],"underscores":[181],"potential":[184],"practical":[187],"reliable":[189],"solution":[190],"early":[192],"warning":[193],"systems":[194],"industry,":[198],"helping":[199],"protect":[201],"both":[202],"public":[203],"health":[204],"stability.":[207]},"counts_by_year":[],"updated_date":"2026-05-24T06:10:38.904174","created_date":"2026-05-23T00:00:00"}
