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Mathematical models to predict sleep functions from craniofacial morphology

Research Project

Project/Area Number 19K10403
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 57070:Developmental dentistry-related
Research InstitutionOsaka University

Principal Investigator

Tanikawa Chihiro  大阪大学, 歯学部附属病院, 講師 (70423142)

Co-Investigator(Kenkyū-buntansha) 加藤 隆史  大阪大学, 大学院歯学研究科, 教授 (50367520)
山城 隆  大阪大学, 大学院歯学研究科, 教授 (70294428)
Project Period (FY) 2019-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2022: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2021: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2019: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords気道 / 三次元 / 形態解析 / 睡眠 / 三次元形態 / 顔 / 形態 / CT / 矯正
Outline of Research at the Start

下顎後方位に起因する骨格性2級を有する患者は,上気道断面積が小さく睡眠時の呼吸障害を併発しやすいことが報告されている.しかしながら,必ずしも下顎後方位が睡眠異常につながらないなど,睡眠の様相と形態の関連については不明な点が多い.そこで,本研究では睡眠の様相の変化と上気道・顎顔面の三次元形態の変化の関連を検討することで,矯正歯科治療による呼吸機能の変化を予測する数理モデルを構築し,入力と出力の関係の逆問題を解くことで,睡眠時呼吸機能の改善・悪化における矯正歯科治療の機序と根拠を得る.

Outline of Final Research Achievements

It has been reported that patients with skeletal 2 malocclusion due to retrognathia have a tendency to sleep-related problems due to a constricted upper airway cross-sectional area. However, the relationship between sleep patterns and morphology of the airway and/or craniofacial bones remains unclear, as the posterior position of the mandible is not always associated with sleep problems. Therefore, potential indications for orthodontic treatment that may improve respiratory function may be overlooked, and incorrect treatment plans that may worsen respiratory function may be devised. In the present study, we established a three-dimensional homologous model of the upper airway (verification of the stability of the homologous model) and identified the possible relationship between maxillofacial morphology and upper airway morphology in patients having skeletal 2 malocclusion.

Academic Significance and Societal Importance of the Research Achievements

睡眠障害のリスク因子として下顎後方位による上気道狭窄が挙げられており,顎顔面骨格の成長のコントロールや顎顔面骨格形態の治療を担う矯正歯科分野が本課題で果たす役割は非常に大きい.矯正歯科治療により睡眠を改善するような潜在的患者を早期発見し,睡眠機能を考慮した矯正歯科治療計画立案を行うことが重要である.

Report

(5 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • Research Products

    (60 results)

All 2023 2022 2021 2020 2019

All Journal Article (23 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 21 results,  Open Access: 10 results) Presentation (30 results) (of which Int'l Joint Research: 16 results,  Invited: 3 results) Book (3 results) Patent(Industrial Property Rights) (4 results) (of which Overseas: 3 results)

  • [Journal Article] Morphologic variations in the craniofacial structures in Japanese adults and their relationship with sex differences2023

    • Author(s)
      Yamamoto Sayuri、Tanikawa Chihiro、Yamashiro Takashi
    • Journal Title

      American Journal of Orthodontics and Dentofacial Orthopedics

      Volume: 163 Issue: 4 Pages: e93-e105

    • DOI

      10.1016/j.ajodo.2022.07.015

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Influence of the nutritional status on facial morphology in young Japanese women2022

    • Author(s)
      Chihiro Tanikawa, Miki Kurata, Noriko Tanizaki, Mika Takeuchi, Edlira Zere, Keisuke Fukuo, Kenji Takada
    • Journal Title

      Sci Rep

      Volume: 12 Issue: 1 Pages: 18557-18557

    • DOI

      10.1038/s41598-022-21919-5

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hemodynamic Changes in the Masseter and Superior Orbicularis Oris Muscles before and after Exercise Load: A Comparison between Young Adult Women and Middle-Aged to Old Adult Women2022

    • Author(s)
      Okamoto Keiko、Tanikawa Chihiro、Takada Kenji
    • Journal Title

      International Journal of Dentistry

      Volume: 2022 Pages: 1-9

    • DOI

      10.1155/2022/5340301

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prognostic Factors for Orthognathic Surgery in Children With Cleft Lip and/or Palate: Dentition and Palatal Morphology2022

    • Author(s)
      Lim Jaeyeon、Tanikawa Chihiro、Kogo Mikihiko、Yamashiro Takashi
    • Journal Title

      The Cleft Palate-Craniofacial Journal

      Volume: online first Issue: 12 Pages: 1556-1564

    • DOI

      10.1177/10556656221109425

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A three-dimensional cephalometric analysis of Japanese adults and its usefulness in orthognathic surgery: A retrospective study2022

    • Author(s)
      Yoshikawa Hiroshi、Tanikawa Chihiro、Ito Shinsuke、Tsukiboshi Yosuke、Ishii Hitomi、Kanomi Ryuzo、Yamashiro Takashi
    • Journal Title

      Journal of Cranio-Maxillofacial Surgery

      Volume: 50 Issue: 4 Pages: 353-363

    • DOI

      10.1016/j.jcms.2022.02.002

    • Related Report
      2022 Annual Research Report 2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] The validation of orthodontic artificial intelligence systems that perform orthodontic diagnoses and treatment planning2022

    • Author(s)
      Shimizu Yuujin、Tanikawa Chihiro、Kajiwara Tomoyuki、Nagahara Hajime、Yamashiro Takashi
    • Journal Title

      European Journal of Orthodontics

      Volume: 44 Issue: 4 Pages: 436-444

    • DOI

      10.1093/ejo/cjab083

    • Related Report
      2022 Annual Research Report 2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of novel artificial intelligence systems to predict facial morphology after orthognathic surgery and orthodontic treatment in Japanese patients.2021

    • Author(s)
      27.Tanikawa, C.*, and Yamashiro, T.
    • Journal Title

      Sci Rep

      Volume: 11 Issue: 1

    • DOI

      10.1038/s41598-021-95002-w

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Clinical applicability of automated cephalometric landmark identification. Part II - Number of images needed to re-learn various quality of images.2021

    • Author(s)
      Tanikawa Chihiro、Oka Ayaka、Lim Jaeyoen、Lee Chonho、Yamashiro Takashi
    • Journal Title

      Orthodontics & craniofacial research.

      Volume: 24 Issue: S2 Pages: 53-58

    • DOI

      10.1111/ocr.12511

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Clinical applicability of automated cephalometric landmark identification: Part I-Patient-related identification errors.2021

    • Author(s)
      Tanikawa Chihiro、Lee Chonho、Lim Jaeyoen、Oka Ayaka、Yamashiro Takashi
    • Journal Title

      Orthodontics & craniofacial research.

      Volume: 24 Issue: S2 Pages: 43-52

    • DOI

      10.1111/ocr.12501

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Comparison of 3‐D mandibular surfaces generated by MRI and CT2021

    • Author(s)
      Maeda Jun、Tanikawa Chihiro、Nagata Namiki、Lim Jaeyeon、Kreiborg Sven、Murakami Shumei、Yamashiro Takashi
    • Journal Title

      Orthodontics & Craniofacial Research

      Volume: - Issue: 3 Pages: 351-358

    • DOI

      10.1111/ocr.12540

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Evaluation of facial appearance-related quality of life in young Japanese patients with cleft lip and/or palate2021

    • Author(s)
      Oka Ayaka、Tanikawa Chihiro、Isogai Yukako、Mihara Kiyomi、Yamashiro Takashi
    • Journal Title

      The Cleft Palate-Craniofacial Journal

      Volume: 59 Issue: 4_suppl2 Pages: S57-S64

    • DOI

      10.1177/10556656211023243

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Evaluation of facial appearance-related quality of life in young Japanese patients with cleft lip and/or palate2021

    • Author(s)
      Oka A, Tanikawa C, Isogai Y, Yamashiro T
    • Journal Title

      The Cleft Palate-Craniofacial Journal

      Volume: -

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Impairment in facial expression generation in patients with repaired unilateral cleft lip2021

    • Author(s)
      Lee D, Tanikawa C, Yamashiro T
    • Journal Title

      PLoS One

      Volume: - Issue: 4 Pages: e0249961-e0249961

    • DOI

      10.1371/journal.pone.0249961

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Determination of prognostic factors for orthognathic surgery in children with cleft lip and/or palate.2021

    • Author(s)
      Jaeyeon Lim, Chihiro Tanikawa, Mikihiko Kogo, Takashi Yamashiro
    • Journal Title

      Orthodontics & craniofacial research

      Volume: - Issue: S2 Pages: 153-162

    • DOI

      10.1111/ocr.12477

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Three-dimensional changes in the craniofacial complex associated with soft-diet feeding2020

    • Author(s)
      Kana Kono, Chihiro Tanikawa, Yuka Murata, Hiroshi Kamioka, Takashi Yamashiro
    • Journal Title

      European Journal of Orthodontics

      Volume: - Issue: 5 Pages: 509-516

    • DOI

      10.1093/ejo/cjaa007

    • Related Report
      2020 Research-status Report 2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Surface-based 3-dimensional cephalometry: An objective analysis of cranio-mandibular morphology.2020

    • Author(s)
      Yosuke Tsukiboshi, Chihiro Tanikawa, Takashi Yamashiro
    • Journal Title

      American journal of orthodontics and dentofacial orthopedics : official publication of the American Association of Orthodontists

      Volume: 158 Issue: 4 Pages: 535-535

    • DOI

      10.1016/j.ajodo.2019.09.017

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Facial morphospace: a clinical quantitative analysis of the three-dimensional face in patients with cleft lip and palate2020

    • Author(s)
      Chihiro Tanikawa
    • Journal Title

      Plastic and Aesthetic Research

      Volume: -

    • DOI

      10.20517/2347-9264.2020.136

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Surface-based Three-dimensional Cephalometry: An Objective Analysis of Cranio-Mandibular Morphology2020

    • Author(s)
      Yosuke Tsukiboshi, Chihiro Tanikawa, Takashi Yamashiro.
    • Journal Title

      American Journal of Orthodontics & Dentofacial Orthopedics

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Deep Learning based Cephalometric Landmark Identification using Landmark-dependent Multi-scale Patches2019

    • Author(s)
      Chonho Lee, Chihiro Tanikawa, Jae-Yeon Lim, Takashi Yamashiro
    • Journal Title

      ArXiv

      Volume: -

    • Related Report
      2019 Research-status Report
    • Open Access
  • [Journal Article] Using Natural Language Processing to Develop an Automated Orthodontic Diagnostic System2019

    • Author(s)
      Tomoyuki Kajiwara, Chihiro Tanikawa, Yuujin Shimizu, Chenhui Chu, Takashi Yamashiro, Hajime Nagahara
    • Journal Title

      ArXiv

      Volume: -

    • Related Report
      2019 Research-status Report
  • [Journal Article] Functional decline in facial expression generation in older women: A cross-sectional study using three-dimensional morphometry.2019

    • Author(s)
      Chihiro Tanikawa, Sadaki Takata, Ruriko Takano, Haruna Yamanami, Zere Edlira, Kenji Takada.
    • Journal Title

      Plos One

      Volume: 14(7) Issue: 7 Pages: e0219451-e0219451

    • DOI

      10.1371/journal.pone.0219451

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] The elimination of dental crowding and development of a proper dental arch by Maxillary Anterior Segmental Distraction Osteogenesis for a patient with UCLP2019

    • Author(s)
      Tanikawa C, Lee D, Oonishi Y, Haraguchi S, Aikawa T, Kogo M, Yamashiro T
    • Journal Title

      The Cleft Palate-Craniofacial Journal

      Volume: 56(7) Issue: 7 Pages: 978-985

    • DOI

      10.1177/1055665618821831

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quantifying faces three-dimensionally in orthodontic practice.2019

    • Author(s)
      Tanikawa C, Akcam MO, Takada K
    • Journal Title

      Maxillo-Facial Surgery

      Volume: 47(6) Issue: 6 Pages: 867-875

    • DOI

      10.1016/j.jcms.2019.02.012

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] AI system that estimates GOSLON Yardstick index in patients with unilateral cleft lip and palate (UCLP)2022

    • Author(s)
      Towako Tanimura, Chihiro Tanikawa, Shoko Miyauchi, Kenichi Morooka, Hajime Nagaoka, Takashi Yamashiro
    • Organizer
      14th international congress of cleft lip, palate & related craniofacial anomalies, Scotland
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Association between stigma experience and self-perception related to facial difference in Japanese youths with cleft lip and/or palate2022

    • Author(s)
      Chihiro Tanikawa, Ayaka Oka, Haruka Ohara, Takashi Yamashiro
    • Organizer
      14th international congress of cleft lip, palate & related craniofacial anomalies, Scotland
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Surface-based three-dimensional cephalometry based on artificial intelligence-identified landmarks2022

    • Author(s)
      Chihiro Tanikawa, Hiroyuki Nakamura, Takaaki Mimura, Yume Uemura, Sayuri Yamamoto, Takashi Yamashiro
    • Organizer
      Takashi Yamashiro 9th World Congress of Biomechanics, 2022 Taipei
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D morphometric analysis of sexual dimorphism: tooth size and shape2022

    • Author(s)
      Miyuki Nakamura, Chihiro Tanikawa, Towako Tanimura, Takashi Yamashiro
    • Organizer
      IADR/APR General Session & Exhibition Chengdu, China
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Three-Dimensional Markerless Time-Sequential Chewing Analysis2022

    • Author(s)
      Chihiro Tanikawa, Namiki Nagata, Takanobu Hori, Takashi Yamashiro
    • Organizer
      IADR/APR General Session & Exhibition Chengdu, China
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Facial soft tissue movements during chewing in subjects showing lip incompetence2022

    • Author(s)
      Namiki Nagata, Qiang Chen, Chihiro Tanikawa, Takashi Yamashiro
    • Organizer
      IADR/APR General Session & Exhibition Chengdu, China
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 咀嚼運動経路のパターン分類とその運動円滑性に関する研究.2021

    • Author(s)
      長田 奈幹, 谷川 千尋, 山城 隆.
    • Organizer
      第65回 日本顎口腔機能学会学術大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 口唇裂・口蓋裂患児における顔の見た目に関連する生活の質(QoL)の評価 日本語版YQOL-FDを用いて.2021

    • Author(s)
      谷川 千尋, 岡 綾香, 山城 隆
    • Organizer
      第45回 日本口蓋裂学会総会・学術集会
    • Related Report
      2021 Research-status Report
  • [Presentation] 口唇口蓋裂を有する混合歯列期患者の口腔内模型を用いた、外科的矯正治療の要否予測システムの開発.2021

    • Author(s)
      谷村 百和子, 谷川 千尋, 林 在娟, 山城 隆.
    • Organizer
      第80回日本矯正歯科学会学術大会&第5回国際会議
    • Related Report
      2021 Research-status Report
  • [Presentation] 口唇口蓋裂患児における顔の見た目の差異に関連するスティグマの経験 日本語版YQOL-FD調査票を用いて.2021

    • Author(s)
      岡 綾香, 谷川 千尋, 山城 隆.
    • Organizer
      第80回日本矯正歯科学会学術大会&第5回国際会議
    • Related Report
      2021 Research-status Report
  • [Presentation] 2次元と3次元シミュレーションの手術計画方法の違いが顎矯正手術の治療結果に与える影響.2021

    • Author(s)
      中津川 昂平, 谷川 千尋, 松下 文香, 伊藤 慎将, 山城 隆.
    • Organizer
      第80回日本矯正歯科学会学術大会&第5回国際会議
    • Related Report
      2021 Research-status Report
  • [Presentation] 日本人の三次元顎顔面硬組織形態における性差について解析多変量解析を行った報告.2021

    • Author(s)
      山本 沙優里, 谷川 千尋, 山城 隆.
    • Organizer
      第80回日本矯正歯科学会学術大会&第5回国際会議,
    • Related Report
      2021 Research-status Report
  • [Presentation] 上顎右側中切歯および第一大臼歯における歯冠形態の性差 幾何学的形態測定法を用いて.2021

    • Author(s)
      中村 美有紀, 谷川 千尋, 谷村 百和子, 山城 隆.
    • Organizer
      第80回日本矯正歯科学会学術大会&第5回国際会議
    • Related Report
      2021 Research-status Report
  • [Presentation] 矯正歯科治療における AI の応用.2021

    • Author(s)
      谷川 千尋
    • Organizer
      東京矯正歯科学会 秋季セミナー
    • Related Report
      2021 Research-status Report
    • Invited
  • [Presentation] 矯正歯科治療における3次元デジタル技術の応用.2021

    • Author(s)
      谷川千尋
    • Organizer
      日本臨床歯科 CADCAM学会
    • Related Report
      2021 Research-status Report
    • Invited
  • [Presentation] 次世代歯科治療のための三次元AIの構築2021

    • Author(s)
      谷川 千尋
    • Organizer
      第3回日本メディカルAI学会学術集会
    • Related Report
      2021 Research-status Report
  • [Presentation] Retest reliability of ultrasonic geniohyoid muscle measurement at rest and tongue up status2020

    • Author(s)
      Keiko Okamoto, Chihiro Tanikawa, Takashi Yamashiro
    • Organizer
      The 9th Internatinal Orthodontic Congress (9th IOC),
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Three-Dimensional Time-Sequential Smile Analysis2020

    • Author(s)
      Miyuki Nakamura, Chihiro Tanikawa, Namiki Nagata, Takashi Yamashiro
    • Organizer
      The 9th Internatinal Orthodontic Congress (9th IOC)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 3D time-sequential mastication analysis with facial surfaces2020

    • Author(s)
      Namiki Nagata, Chihiro Tanikawa, Miyuki Nakamura, Takashi Yamashiro
    • Organizer
      The 9th Internatinal Orthodontic Congress (9th IOC), Online 2020年10月
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Orthodontic management of a patient with pseudohypoparathyroidism: a case report2020

    • Author(s)
      hinnosuke Kusano, Chihiro Tanikawa, Yousuke Tsukiboshi, Chisato Morita, Takashi Yamashiro
    • Organizer
      The 9th Internatinal Orthodontic Congress (9th IOC)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 3D Analysis of Characteristics in Class II Patients2020

    • Author(s)
      Hiroshi Yoshikawa, Chihiro Tanikawa, Jae Yoen Lim, Toshihiro Inubushi, Yosuke Tsukiboshi, Takashi Yamashiro
    • Organizer
      The 9th Internatinal Orthodontic Congress (9th IOC)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 当院における矯正歯科治療後に補綴歯科治療を必要とする口唇裂口蓋裂患者の割合2020

    • Author(s)
      富田 章子[森田], 権田 知也, 谷川 千尋, 山城 隆, 池邉 一典
    • Organizer
      日本口蓋裂学会雑誌
    • Related Report
      2020 Research-status Report
  • [Presentation] 口唇裂・口蓋裂を有する患者の側面位頭部X線規格写真の解剖学的特徴点を自動認識するAIシステムの開発2020

    • Author(s)
      谷川 千尋, Lee Chonho, Lim Jae-Yeon, 山城 隆
    • Organizer
      日本口蓋裂学会雑誌
    • Related Report
      2020 Research-status Report
  • [Presentation] 片側性唇顎口蓋裂を有する混合歯列期患者の三次元歯列形態の特徴2020

    • Author(s)
      谷村 百和子, 谷川 千尋, Lim Jae Yeon, 山城 隆
    • Organizer
      日本口蓋裂学会雑誌
    • Related Report
      2020 Research-status Report
  • [Presentation] 骨形態計測とAIの共生 骨形態計測分野におけるAIの応用2020

    • Author(s)
      谷川 千尋
    • Organizer
      日本骨形態計測学会雑誌
    • Related Report
      2020 Research-status Report
    • Invited
  • [Presentation] Three-dimensional Airway Morphology in Class II Patients2020

    • Author(s)
      Chihiro Tanikawa, Yuki Shiraishi, Takafumi Kato, Takashi Yamashiro
    • Organizer
      IADR
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Landmark-based Analysis of Three-dimensional Images in Class II Patients2020

    • Author(s)
      Hiroshi Yoshikawa, Chihiro Tanikawa, Jaeyeon Lim, Yosuke Tsukiboshi, Shinsuke Ito, Toshihiro Inubushi, Takashi Yamashiro.
    • Organizer
      IADR
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Morphometric Measurements and Shape Analysis of Unilateral Palatal Cleft2020

    • Author(s)
      Tai-hsien Wu, Chihiro Tanikawa, Yuko Shintaku, Te-ju Wu, Takashi Yamashiro, Ching-chang Ko.
    • Organizer
      IADR
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Surface-based Analysis of the Mandibular Shape in Class II Patients2020

    • Author(s)
      Yosuke Tsukiboshi, Chihiro Tanikawa, Hiroshi Yoshikawa, Takashi Yamashiro
    • Organizer
      IADR
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Three-Dimensional Markerless Time-Sequential Smile Analysis2020

    • Author(s)
      Chihiro Tanikawa, Miyuki Nakamura, Namiki Nagata, Carroll-ann Trotman, Takashi Yamashiro
    • Organizer
      IADR
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Book] Machine learning in dentistry2021

    • Author(s)
      Tanikawa, C. *, Kajiwara, T., Shimizu, Y., Yamashiro, T., Chu, C., and Nagahara, H
    • Total Pages
      9
    • Publisher
      Springier Nature
    • Related Report
      2021 Research-status Report
  • [Book] Machine learning in dentistry2021

    • Author(s)
      Tanikawa, C. and Lee, C.
    • Total Pages
      14
    • Publisher
      Springier Nature
    • Related Report
      2021 Research-status Report
  • [Book] MACHINE LEARNING IN ORTHODONTICS: APPLICATION REVIEW2020

    • Author(s)
      Ching-Chang Ko, Chihiro Tanikawa, Tai-Hsien Wu, Matthew Pastewait, Christina Bonebreak Jackson, Jane Jungeun Kwon, Yan-Ting Lee, Chunfeng Lian, Li Wang, Dinggang Shen
    • Total Pages
      135
    • Publisher
      University of Michigan
    • Related Report
      2020 Research-status Report
  • [Patent(Industrial Property Rights)] 顔の3次元形状情報および色情報を用いた顔および顔パーツ分類2023

    • Inventor(s)
      塩見(谷川) 千尋
    • Industrial Property Rights Holder
      塩見(谷川) 千尋
    • Industrial Property Rights Type
      特許
    • Filing Date
      2023
    • Related Report
      2022 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 顔面軟組織運動における協調度の測定方法2023

    • Inventor(s)
      塩見(谷川) 千尋
    • Industrial Property Rights Holder
      塩見(谷川) 千尋
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2023-042555
    • Filing Date
      2023
    • Related Report
      2022 Annual Research Report
  • [Patent(Industrial Property Rights)] 顔面軟組織の移動量に基づく定量的評価方法2021

    • Inventor(s)
      谷川千尋
    • Industrial Property Rights Holder
      谷川千尋
    • Industrial Property Rights Type
      特許
    • Filing Date
      2021
    • Related Report
      2021 Research-status Report
    • Overseas
  • [Patent(Industrial Property Rights)] 顔面軟組織の移動量に基づく定量的評価方法2020

    • Inventor(s)
      谷川千尋
    • Industrial Property Rights Holder
      谷川千尋
    • Industrial Property Rights Type
      特許
    • Filing Date
      2020
    • Related Report
      2020 Research-status Report
    • Overseas

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Published: 2019-04-18   Modified: 2024-12-25  

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