Automating the roter interaction analysis system for medication counseling: A transformer-based deep learning approach with generative AI-augmented data.
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| Title: | Automating the roter interaction analysis system for medication counseling: A transformer-based deep learning approach with generative AI-augmented data. |
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| Authors: | Mori A; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Watabe S; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan., Kato I; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Narumi K; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Takekuma Y; Department of Pharmacy, Hokkaido University Hospital, Kita 14, Nishi 5, Kita-ku, Sapporo, 060-8648, Japan., Kizaki H; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan., Imai S; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan., Okamoto K; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Ueda H; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Sugawara M; Department of Pharmacy, Hokkaido University Hospital, Kita 14, Nishi 5, Kita-ku, Sapporo, 060-8648, Japan; Laboratory of Pharmacokinetics, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan., Hori S; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan., Kobayashi M; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan. Electronic address: masaki@pharm.hokudai.ac.jp. |
| Source: | Research in social & administrative pharmacy : RSAP [Res Social Adm Pharm] 2026 Jun 17. Date of Electronic Publication: 2026 Jun 17. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Elsevier Country of Publication: United States NLM ID: 101231974 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1934-8150 (Electronic) Linking ISSN: 15517411 NLM ISO Abbreviation: Res Social Adm Pharm Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42323210 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Automating the roter interaction analysis system for medication counseling: A transformer-based deep learning approach with generative AI-augmented data. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Mori+A%22">Mori A</searchLink>; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Watabe+S%22">Watabe S</searchLink>; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan.<br /><searchLink fieldCode="AU" term="%22Kato+I%22">Kato I</searchLink>; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Narumi+K%22">Narumi K</searchLink>; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Takekuma+Y%22">Takekuma Y</searchLink>; Department of Pharmacy, Hokkaido University Hospital, Kita 14, Nishi 5, Kita-ku, Sapporo, 060-8648, Japan.<br /><searchLink fieldCode="AU" term="%22Kizaki+H%22">Kizaki H</searchLink>; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan.<br /><searchLink fieldCode="AU" term="%22Imai+S%22">Imai S</searchLink>; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan.<br /><searchLink fieldCode="AU" term="%22Okamoto+K%22">Okamoto K</searchLink>; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Ueda+H%22">Ueda H</searchLink>; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Sugawara+M%22">Sugawara M</searchLink>; Department of Pharmacy, Hokkaido University Hospital, Kita 14, Nishi 5, Kita-ku, Sapporo, 060-8648, Japan; Laboratory of Pharmacokinetics, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan.<br /><searchLink fieldCode="AU" term="%22Hori+S%22">Hori S</searchLink>; Division of Drug Informatics, Keio University Faculty of Pharmacy, 1-5-30 Shibakoen, Minato-ku, Tokyo, 105-8512, Japan.<br /><searchLink fieldCode="AU" term="%22Kobayashi+M%22">Kobayashi M</searchLink>; Education Research Center for Clinical Pharmacy, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan; Laboratory of Clinical Pharmaceutics & Therapeutics, Division of Pharmasciences, Faculty of Pharmaceutical Sciences, Hokkaido University, Kita 12, Nishi 6, Kita-ku, Sapporo, 060-0812, Japan. Electronic address: masaki@pharm.hokudai.ac.jp. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101231974%22">Research in social & administrative pharmacy : RSAP</searchLink> [Res Social Adm Pharm] 2026 Jun 17. <i>Date of Electronic Publication: </i>2026 Jun 17. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101231974 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1934-8150 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215517411%22">15517411 </searchLink><i>NLM ISO Abbreviation: </i>Res Social Adm Pharm <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42323210 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.sapharm.2026.06.008 Languages: – Code: eng Text: English Titles: – TitleFull: Automating the roter interaction analysis system for medication counseling: A transformer-based deep learning approach with generative AI-augmented data. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Mori A – PersonEntity: Name: NameFull: Watabe S – PersonEntity: Name: NameFull: Kato I – PersonEntity: Name: NameFull: Narumi K – PersonEntity: Name: NameFull: Takekuma Y – PersonEntity: Name: NameFull: Kizaki H – PersonEntity: Name: NameFull: Imai S – PersonEntity: Name: NameFull: Okamoto K – PersonEntity: Name: NameFull: Ueda H – PersonEntity: Name: NameFull: Sugawara M – PersonEntity: Name: NameFull: Hori S – PersonEntity: Name: NameFull: Kobayashi M IsPartOfRelationships: – BibEntity: Dates: – D: 17 M: 06 Text: 2026 Jun 17 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1934-8150 Titles: – TitleFull: Research in social & administrative pharmacy : RSAP Type: main |
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