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[{"key": "dc.contributor.advisor", "value": "Vuorinen, Jukka", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Savolainen, Petra", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2024-05-24T08:05:48Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2024-05-24T08:05:48Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2024", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/95150", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Karies eli hampaiden reikiintyminen on maailmanlaajuisesti yksi yleisimmist\u00e4\nsairauksista, mink\u00e4 hoitamatta j\u00e4tt\u00e4minen voi johtaa pahimmassa tapauksessa\nhampaan menett\u00e4miseen tai verenmyrkytykseen. T\u00e4m\u00e4n vuoksi karieksen havaitsemisen ja ehk\u00e4isemisen tueksi on viime vuosina tutkittu teko\u00e4lyn, erityisesti\nkoneoppimisen, hy\u00f6dynt\u00e4mist\u00e4. Koneoppimisella tarkoitetaan konetta, joka oppii ja ennustaa datasta hy\u00f6dynt\u00e4en aiemmin oppimaansa. Aiemmissa alan tutkimuksissa on keskitytty koneoppimisen mallien teknisiin ominaisuuksiin ja mahdollisiin hy\u00f6tyihin, mutta ihmisen osallisuutta mallin opettamisessa ei ole juurikaan tutkittu. T\u00e4ten t\u00e4m\u00e4n tutkielman tavoitteena oli vastata kahteen tutkimuskysymykseen: \u201d Mill\u00e4 tavoin hammasl\u00e4\u00e4k\u00e4ri voisi hy\u00f6dynt\u00e4\u00e4 koneoppimista\nty\u00f6ss\u00e4\u00e4n kariologiassa ja hampaiston m\u00e4\u00e4ritt\u00e4misess\u00e4?\u201d ja \u201d Mik\u00e4 on ihmisen\nrooli koneoppimisen opettamisprosessissa, ja mitk\u00e4 ovat koneoppimisen kehitt\u00e4misen haasteita t\u00e4ll\u00e4 hetkell\u00e4 suun terveydenhuollossa?\u201d. Tutkielma toteutettiin kuvailevana kirjallisuuskatsauksena ja l\u00e4hteiksi valittiin erilaisia, p\u00e4\u00e4asiassa\nvertaisarvioituja tieteellisi\u00e4 julkaisuja. Koneoppimisen mahdollisuuksiksi l\u00f6ydettiin kariesriskin ennustaminen potilaan esitiedoista sek\u00e4 automaattinen plakin, karieksen ja hampaiston tunnistaminen ja m\u00e4\u00e4ritt\u00e4minen erilaisista kuvista.\nIhmisen rooli edellisten mallien opettamisessa vaihteli ohjatusta opettamisesta\nt\u00e4ysin ohjaamattomaan, riippuen mallissa hy\u00f6dynnetyst\u00e4 teknologiasta. Lis\u00e4ksi\ntutkielmassa havaittiin, ett\u00e4 suurimmat mallien kehitt\u00e4miseen liittyv\u00e4t haasteet\nsuun terveydenhuollon kontekstissa ovat henkil\u00f6tietojen k\u00e4sittelyyn liittyv\u00e4t\nlains\u00e4\u00e4d\u00e4nn\u00f6n vaatimukset, mustan laatikon eettiset ongelmat sek\u00e4 potilaiden ja\nhammasl\u00e4\u00e4k\u00e4rien asenteista ja puutteellisista tiedoista johtuvat haasteet. Tutkielman johtop\u00e4\u00e4t\u00f6ksen\u00e4 on, ett\u00e4 mallien laajempaa k\u00e4ytt\u00f6\u00f6nottoa varten tarvitaan\nlis\u00e4tutkimuksia sek\u00e4 tietoisuuden lis\u00e4\u00e4mist\u00e4 ammattilaisten ja potilaiden keskuudessa. Tutkielmassa ehdotetaan jatkotoimenpitein\u00e4 toisteisten tutkimusten\ntekemist\u00e4, laajempia tutkimusotantoja sek\u00e4 alan yhteisten raportointistandardien luomista. N\u00e4in tutkimusten tuloksia voitaisiin tarkastella ja verrata luotettavammin kesken\u00e4\u00e4n, sek\u00e4 mahdollistaa mallien k\u00e4ytt\u00f6\u00f6notto vastaanotoilla.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Miia Hakanen (mihakane@jyu.fi) on 2024-05-24T08:05:48Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2024-05-24T08:05:48Z (GMT). No. of bitstreams: 0\n Previous issue date: 2024", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "46", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "In Copyright", "language": "en", "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.title", "value": "Koneoppiminen kariologiassa ja hampaiston m\u00e4\u00e4ritt\u00e4misess\u00e4 : mahdollisuudet, haasteet ja ihmisen rooli mallien opettamisessa", "language": "", "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202405243915", "language": "", "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Bachelor's thesis", "language": "en", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Kandidaatinty\u00f6", "language": "fi", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "yvv.contractresearch.funding", "value": "0", "language": "", "element": "contractresearch", "qualifier": "funding", "schema": "yvv"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.subject.oppiainekoodi", "value": "601", "language": "", "element": "subject", "qualifier": "oppiainekoodi", "schema": "dc"}, {"key": "dc.subject.yso", "value": "syv\u00e4oppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "neuroverkot", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "karies", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "suun terveydenhuolto", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "hammashuolto", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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