{"id":"https://openalex.org/W2940901461","doi":null,"title":"Does artificial intelligence modelling have anything to offer traditional management of freshwater food resources","display_name":"Does artificial intelligence modelling have anything to offer traditional management of freshwater food resources","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2940901461","mag":"2940901461"},"language":"en","primary_location":{"id":"pmh:oai:researchcommons.waikato.ac.nz:10289/12426","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/10289/12426","pdf_url":null,"source":{"id":"https://openalex.org/S7407063277","display_name":"Research Commons (University of Waikato)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Technical Report"},"volume":null,"type":"report","is_traditional":false,"indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058410410","display_name":"Russell George Death","orcid":"https://orcid.org/0000-0001-8019-8448","observed_orcids":["https://orcid.org/0000-0001-8019-8448"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Russell G. Death","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8019-8448","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022496526","display_name":"Kevin J. Collier","orcid":"https://orcid.org/0000-0002-5213-9907","observed_orcids":["https://orcid.org/0000-0002-5213-9907"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kevin J. Collier","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-5213-9907","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018449054","display_name":"Maui L. Hudson","orcid":"https://orcid.org/0000-0003-3880-4015","observed_orcids":["https://orcid.org/0000-0003-3880-4015"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M\u0101ui Hudson","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-3880-4015","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064676459","display_name":"Adam Douglas Canning","orcid":"https://orcid.org/0000-0001-8813-2240","observed_orcids":["https://orcid.org/0000-0001-8813-2240"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adam D. Canning","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8813-2240","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073498097","display_name":"Miriam Niessen","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miriam Niessen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Bruno David","orcid":"https://orcid.org/0000-0001-8284-1820","observed_orcids":["https://orcid.org/0000-0001-8284-1820"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bruno David","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8284-1820","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013487840","display_name":"Alicia K. Catlin","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alicia K. Catlin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040203612","display_name":"Mark P. Hamer","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mark P. Hamer","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5057102873","display_name":"Mochael Pingram","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mochael Pingram","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"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/T10302","display_name":"Fish Ecology and Management Studies","score":0.39259999990463257,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/T10302","display_name":"Fish Ecology and Management Studies","score":0.39259999990463257,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/T12097","display_name":"Aquatic Invertebrate Ecology and Behavior","score":0.22949999570846558,"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/T13490","display_name":"Aquatic Ecosystems and Biodiversity","score":0.05779999867081642,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/boosted-regression-trees","display_name":"boosted regression trees","score":0.7680000066757202},{"id":"https://openalex.org/keywords/bayesian-networks","display_name":"Bayesian networks","score":0.9990000128746033},{"id":"https://openalex.org/keywords/stakeholder-communication","display_name":"stakeholder communication","score":0.8389999866485596},{"id":"https://openalex.org/keywords/freshwater-mussels","display_name":"freshwater mussels","score":0.8299999833106995},{"id":"https://openalex.org/keywords/freshwater-crayfish","display_name":"freshwater crayfish","score":0.9200000166893005},{"id":"https://openalex.org/keywords/freshwater-eels","display_name":"freshwater eels","score":0.8309999704360962},{"id":"https://openalex.org/keywords/environmental-drivers","display_name":"environmental drivers","score":0.7730000019073486},{"id":"https://openalex.org/keywords/ecosystem-services","display_name":"ecosystem services","score":0.8220000267028809}],"concepts":[{"id":"https://openalex.org/C2911055575","wikidata":"https://www.wikidata.org/wiki/Q626292","display_name":"Artificial Sweetener","level":3,"score":0.4578193426132202},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.37348389625549316},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3513471484184265},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30325305461883545},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1488094925880432},{"id":"https://openalex.org/C31903555","wikidata":"https://www.wikidata.org/wiki/Q1637030","display_name":"Food science","level":1,"score":0.11601686477661133},{"id":"https://openalex.org/C2777108408","wikidata":"https://www.wikidata.org/wiki/Q11002","display_name":"Sugar","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:researchcommons.waikato.ac.nz:10289/12426","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/10289/12426","pdf_url":null,"source":{"id":"https://openalex.org/S7407063277","display_name":"Research Commons (University of Waikato)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Technical Report"},{"id":"mag:2940901461","doi":null,"is_oa":false,"landing_page_url":"https://researchcommons.waikato.ac.nz/handle/10289/12426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7778000235557556,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"},{"score":0.4390000104904175,"id":"https://metadata.un.org/sdg/15","display_name":"Life on land"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2907805825","https://openalex.org/W4213199928","https://openalex.org/W3021555217","https://openalex.org/W7127133677","https://openalex.org/W190673970","https://openalex.org/W7166801473","https://openalex.org/W4387539933","https://openalex.org/W4378348370","https://openalex.org/W4380758221","https://openalex.org/W4414153838"],"abstract_inverted_index":{"Management":[0],"of":[1,32,66,84,129,190],"freshwater":[2,85,195],"systems":[3],"and":[4,20,45,48,75,96,127,156],"the":[5,63,101,109,153],"ecosystem":[6],"services":[7],"they":[8,51],"provide":[9,39,148,181],"has":[10],"become":[11],"a":[12,29,40,174],"multi-stakeholder":[13,188],"activity.":[14],"This":[15],"requires":[16],"information":[17],"on":[18],"resources":[19,47],"how":[21,191],"to":[22,25,28,55,140,193],"manage":[23,194],"them":[24],"be":[26,53,138],"disseminated":[27],"wide":[30],"range":[31],"users.":[33,57],"While":[34,100],"artificial":[35,144],"intelligence":[36,145],"modelling":[37,69,146],"can":[38,52],"powerful":[41],"tool":[42,184],"in":[43],"managing":[44,81],"understanding":[46,189],"their":[49,157],"drivers,":[50],"confusing":[54],"many":[56],"In":[58],"this":[59],"study,":[60],"we":[61],"explored":[62],"potential":[64],"use":[65],"two":[67],"alternative":[68],"approaches":[70],"(Boosted":[71],"Regression":[72],"Trees":[73],"(BRT)":[74],"Bayesian":[76],"Belief":[77],"Networks":[78],"(BBN))":[79],"for":[80,106,115,124,176],"three":[82],"species":[83,131,155],"mahinga":[86],"kai":[87],"species-k\u0101kahi":[88],"or":[89],"kaeo":[90],"(freshwater":[91,94,98],"mussel),":[92],"koura":[93],"crayfish)":[95],"tuna":[97],"eel).":[99],"BBN":[102],"model":[103],"I":[104],"sbetter":[105],"stakeholder":[107],"communication,":[108],"BRT":[110],"produced":[111],"more":[112,183],"accurate":[113,150],"models":[114,170],"all":[116],"species.":[117],"However,":[118],"variables":[119],"identified":[120],"as":[121],"being":[122],"important":[123],"predicting":[125],"abundance":[126],"biomass":[128],"these":[130,162],"were":[132],"often":[133],"environmental":[134,158],"parameters":[135],"that":[136,185],"cannot":[137],"managed":[139],"improve":[141],"yield.":[142],"The":[143,169],"does":[147],"some":[149],"linkages":[151],"between":[152],"target":[154],"drivers.":[159],"Nevertheless,":[160],"translating":[161],"relationships":[163],"into":[164],"management":[165],"plans":[166],"remains":[167],"challenging.":[168],"are":[171],"clearly":[172],"not":[173],"panacea":[175],"better":[177],"resource":[178],"management,":[179],"but":[180],"one":[182],"might":[186],"assist":[187],"best":[192],"resources.":[196]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2019-05-03T00:00:00"}