{"id":"https://openalex.org/W7197328290","doi":null,"title":"RAG-arkkitehtuurin optimointi ja teko\u00e4lyassistentin arviointi AI-assistentti ammattilaiselle -hankkeessa: kirjallisuuskatsaus ja tapaustutkimus","display_name":"RAG-arkkitehtuurin optimointi ja teko\u00e4lyassistentin arviointi AI-assistentti ammattilaiselle -hankkeessa: kirjallisuuskatsaus ja tapaustutkimus","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7197328290"},"language":"fi","primary_location":{"id":"pmh:oai:jyx.jyu.fi:123456789/109000","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202603022349","pdf_url":"https://jyx.jyu.fi/bitstreams/1f7f88f8-6757-40ac-906d-81d2873efed2/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":null,"raw_type":"master thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://jyx.jyu.fi/bitstreams/1f7f88f8-6757-40ac-906d-81d2873efed2/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071141508","display_name":"Olli Rutanen","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rutanen, Olli","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5071141508"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T10028","display_name":"Topic Modeling","score":0.9434000253677368,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9434000253677368,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.03240000084042549,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.006800000090152025,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/retrieval-augmented-generation","display_name":"retrieval-augmented generation","score":0.9750000238418579},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8939999938011169},{"id":"https://openalex.org/keywords/ai-assistants","display_name":"AI assistants","score":0.7950000166893005},{"id":"https://openalex.org/keywords/health-and-social-care","display_name":"health and social care","score":0.6819999814033508}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22300000488758087},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2206999957561493},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20080000162124634},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.19210000336170197},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18369999527931213},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.16359999775886536},{"id":"https://openalex.org/C3017757278","wikidata":"https://www.wikidata.org/wiki/Q949973","display_name":"Paid work","level":3,"score":0.15629999339580536},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.15369999408721924},{"id":"https://openalex.org/C2987512134","wikidata":"https://www.wikidata.org/wiki/Q346799","display_name":"Life style","level":2,"score":0.14740000665187836},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.13660000264644623}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:jyx.jyu.fi:123456789/109000","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202603022349","pdf_url":"https://jyx.jyu.fi/bitstreams/1f7f88f8-6757-40ac-906d-81d2873efed2/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":null,"raw_type":"master thesis"}],"best_oa_location":{"id":"pmh:oai:jyx.jyu.fi:123456789/109000","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202603022349","pdf_url":"https://jyx.jyu.fi/bitstreams/1f7f88f8-6757-40ac-906d-81d2873efed2/download","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":null,"raw_type":"master thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7197328290.pdf","grobid_xml":"https://content.openalex.org/works/W7197328290.grobid-xml"},"referenced_works_count":90,"referenced_works":["https://openalex.org/W1495479466","https://openalex.org/W1975675278","https://openalex.org/W2162739315","https://openalex.org/W2626778328","https://openalex.org/W2759844403","https://openalex.org/W2766447205","https://openalex.org/W2902907165","https://openalex.org/W3012972651","https://openalex.org/W3027879771","https://openalex.org/W3118615836","https://openalex.org/W3135028703","https://openalex.org/W4220923972","https://openalex.org/W4224308101","https://openalex.org/W4283026156","https://openalex.org/W4309217888","https://openalex.org/W4318586221","https://openalex.org/W4327810158","https://openalex.org/W4362515116","https://openalex.org/W4366003071","https://openalex.org/W4376226279","https://openalex.org/W4387156782","https://openalex.org/W4387800467","https://openalex.org/W4389767209","https://openalex.org/W4389984066","https://openalex.org/W4391093958","https://openalex.org/W4391376033","https://openalex.org/W4391876619","https://openalex.org/W4392271608","https://openalex.org/W4392560024","https://openalex.org/W4398173700","https://openalex.org/W4399317953","https://openalex.org/W4399530612","https://openalex.org/W4400611590","https://openalex.org/W4400905320","https://openalex.org/W4401211953","https://openalex.org/W4401241231","https://openalex.org/W4401587065","https://openalex.org/W4401857375","https://openalex.org/W4403024007","https://openalex.org/W4404467874","https://openalex.org/W4404534210","https://openalex.org/W4404570405","https://openalex.org/W4404835216","https://openalex.org/W4405002280","https://openalex.org/W4405205161","https://openalex.org/W4405810201","https://openalex.org/W4405925082","https://openalex.org/W4405936200","https://openalex.org/W4406271365","https://openalex.org/W4406462029","https://openalex.org/W4406892656","https://openalex.org/W4407304032","https://openalex.org/W4407566269","https://openalex.org/W4407691978","https://openalex.org/W4407720954","https://openalex.org/W4407856367","https://openalex.org/W4407951492","https://openalex.org/W4407951962","https://openalex.org/W4408018565","https://openalex.org/W4408323770","https://openalex.org/W4408734515","https://openalex.org/W4409318329","https://openalex.org/W4409526155","https://openalex.org/W4409849117","https://openalex.org/W4410465242","https://openalex.org/W4410636796","https://openalex.org/W4410809911","https://openalex.org/W4410855090","https://openalex.org/W4410887450","https://openalex.org/W4410952162","https://openalex.org/W4411120141","https://openalex.org/W4411144203","https://openalex.org/W4411178018","https://openalex.org/W4411282510","https://openalex.org/W4411345221","https://openalex.org/W4411447376","https://openalex.org/W4411639835","https://openalex.org/W4411669573","https://openalex.org/W4412082488","https://openalex.org/W4412164558","https://openalex.org/W4412537453","https://openalex.org/W4412945277","https://openalex.org/W4413095952","https://openalex.org/W4413256065","https://openalex.org/W4414806243","https://openalex.org/W4416284248","https://openalex.org/W6910633587","https://openalex.org/W7118085507","https://openalex.org/W7133205974","https://openalex.org/W7134175924"],"related_works":["https://openalex.org/W7019548379","https://openalex.org/W6982787817","https://openalex.org/W7165077738","https://openalex.org/W7161929449","https://openalex.org/W7163608558","https://openalex.org/W7070610649","https://openalex.org/W7132978996","https://openalex.org/W7036047136","https://openalex.org/W7132921826","https://openalex.org/W7052803108"],"abstract_inverted_index":{"Suurten":[0],"kielimallien":[1],"kehittyminen":[2],"on":[3,35,97,208,243,270],"edist\u00e4nyt":[4],"luonnollisen":[5],"kielen":[6],"k\u00e4sittely\u00e4":[7],"tavoilla,":[8],"jotka":[9],"eiv\u00e4t":[10],"ole":[11],"olleet":[12],"aikaisemmin":[13],"mahdollisia,":[14],"ja":[15,24,86,101,161,169,187,219,246,254,266],"t\u00e4ten":[16],"avannut":[17],"uusia":[18],"sovellusmahdollisuuksia":[19],"teko\u00e4lyavusteisten":[20],"sovellusten":[21],"hy\u00f6dynt\u00e4miseen":[22],"sosiaali-":[23],"terveydenhuollossa.":[25],"Suuret":[26],"kielimallit":[27],"kykenev\u00e4t":[28],"suoriutumaan":[29],"monenlaisista":[30],"teht\u00e4vist\u00e4,":[31],"mutta":[32],"niiden":[33],"toiminta":[34],"rajoittunutta":[36],"k\u00e4sitelt\u00e4ess\u00e4":[37],"toimialakohtaista":[38],"tai":[39,125],"usein":[40],"p\u00e4ivittyv\u00e4\u00e4":[41],"tietoa.":[42],"RAG":[43],"eli":[44],"Retrieval-Augmented":[45],"Generation":[46],"-arkkitehtuuri":[47],"mahdollistaa":[48],"suuren":[49],"kielimallin":[50,56,139],"tietopohjan":[51],"laajentamisen":[52],"eri":[53,215],"l\u00e4hteist\u00e4":[54],"haetulla,":[55],"koulutusmateriaalin":[57],"ulkopuolisella":[58],"tiedolla.":[59],"Tutkielman":[60,227],"tarkoituksena":[61],"oli":[62],"selvitt\u00e4\u00e4":[63],"RAG-j\u00e4rjestelmien":[64,95,230,241],"yleisimpi\u00e4":[65],"toteutusratkaisuja,":[66],"niihin":[67],"liittyvi\u00e4":[68],"haasteita":[69],"sek\u00e4":[70,110,138,164,224,237],"optimointimenetelmi\u00e4.":[71],"Lis\u00e4ksi":[72],"tutkielmassa":[73],"tarkasteltiin":[74],"AI-assistentti":[75],"ammattilaiselle":[76],"-hankkeessa":[77],"Keski-Suomen":[78],"hyvinvointialueelle":[79],"toteutettua":[80,88],"teko\u00e4lyassistenttia.":[81],"RAG-j\u00e4rjestelmi\u00e4":[82],"k\u00e4siteltiin":[83],"kirjallisuuskatsauksen":[84,154],"avulla":[85],"hankkeessa":[87],"teko\u00e4lyassistenttia":[89],"tapaustutkimuksen":[90],"menetelmin.":[91],"Kirjallisuuskatsaus":[92],"osoitti,":[93],"ett\u00e4":[94,199],"kehitys":[96,242],"etenem\u00e4ss\u00e4":[98],"kohti":[99],"joustavia":[100],"kyselykohtaisesti":[102],"mukautuvia":[103],"ratkaisuja,":[104],"joissa":[105,178],"aineiston":[106,134,235],"hakutapa,":[107],"hy\u00f6dynnett\u00e4v\u00e4t":[108],"tietol\u00e4hteet":[109],"kielimallille":[111],"v\u00e4litett\u00e4v\u00e4":[112],"konteksti":[113],"valitaan":[114],"k\u00e4ytt\u00e4j\u00e4n":[115],"kysymyksen":[116],"perusteella.":[117,226],"Tarvittaessa":[118],"vastaus":[119],"voidaan":[120,143],"palauttaa":[121,201],"k\u00e4ytt\u00e4j\u00e4lle":[122],"my\u00f6s":[123],"v\u00e4limuistista":[124],"tuottaa":[126],"hy\u00f6dynt\u00e4m\u00e4ll\u00e4":[127],"ulkoisia":[128],"ty\u00f6kaluja.":[129],"Kirjallisuuskatsauksessa":[130],"tunnistettiin":[131,158],"useita":[132],"parannusratkaisuja":[133],"esik\u00e4sittelyyn,":[135],"hakuvaiheen":[136,162,238],"tehostamiseen":[137],"kyselyjen":[140],"uudelleenkirjoittamiseen,":[141],"joita":[142],"hy\u00f6dynt\u00e4\u00e4":[144],"samankaltaisten":[145],"j\u00e4rjestelmien":[146],"jatkokehityksess\u00e4.":[147],"Tapaustutkimuksen":[148],"havainnot":[149],"toteutetun":[150],"teko\u00e4lyassistentin":[151],"kehityskohteista":[152],"suhteutettiin":[153],"tuloksiin.":[155],"Keskeisimmiksi":[156],"jatkokehitystarpeiksi":[157],"tietol\u00e4hteiden":[159],"esik\u00e4sittelyn":[160,236],"parantaminen":[163],"k\u00e4ytt\u00f6tapaukseen":[165],"soveltuvien":[166],"jatkuvan":[167],"arvioinnin":[168],"laadunvarmistuksen":[170],"menetelmien":[171],"kehitt\u00e4minen.":[172],"J\u00e4rjestelm\u00e4n":[173],"ensisijainen":[174],"lis\u00e4arvo":[175],"n\u00e4ytt\u00e4ytyy":[176],"tilanteissa,":[177],"se":[179],"kokoaa":[180],"useista":[181],"tietol\u00e4hteist\u00e4":[182],"haun":[183],"kannalta":[184,203],"osuvimman":[185],"sis\u00e4ll\u00f6n":[186],"esitt\u00e4\u00e4":[188],"sen":[189],"l\u00e4hteineen.":[190],"T\u00e4m\u00e4n":[191,260],"vuoksi":[192],"seuraavan":[193],"kehitysvaiheen":[194],"tavoitteena":[195],"tulisi":[196],"olla":[197],"varmistaa,":[198],"hakuprosessi":[200],"k\u00e4ytt\u00f6tapauksen":[202,258],"osuvimmat":[204],"dokumentit":[205],"l\u00e4hdelinkkeineen.":[206],"Jatkokehityksess\u00e4":[207],"perusteltua":[209],"noudattaa":[210],"vaiheittaista":[211,252],"l\u00e4hestymistapaa,":[212],"jossa":[213],"j\u00e4rjestelm\u00e4n":[214,250,267],"osien":[216,251],"toimintaa":[217],"arvioidaan":[218],"kehitet\u00e4\u00e4n":[220],"j\u00e4rjestelm\u00e4llisesti":[221],"havaittujen":[222],"tulosten":[223],"k\u00e4ytt\u00e4j\u00e4palautteen":[225],"tulokset":[228],"korostavat":[229],"kehityksess\u00e4":[231],"olevan":[232],"keskeist\u00e4":[233],"varmistaa":[234],"luotettava":[239],"toiminta.":[240],"vahvasti":[244],"k\u00e4ytt\u00f6tapauskohtaista":[245],"edellytt\u00e4\u00e4":[247],"iteratiivista":[248],"kehitysty\u00f6t\u00e4,":[249],"arviointia":[253],"jatkuvaa":[255],"mukauttamista":[256],"vastaamaan":[257],"erityistarpeita.":[259],"lis\u00e4ksi":[261],"tiivis":[262],"yhteisty\u00f6":[263],"teknisten":[264],"toimijoiden":[265],"k\u00e4ytt\u00e4jien":[268],"v\u00e4lill\u00e4":[269],"ensiarvoisen":[271],"t\u00e4rke\u00e4\u00e4.":[272]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-08-07T00:00:00"}