Development of an AI App to Improve Compliance in Periodontal Maintenance Patients
2022年5月25日 更新者:McGuire Institute
Development of an Artificial Intelligence Platform / Digital Dental Hygienist to Improve Compliance in Periodontal Maintenance Patients
An Artificial Intelligence platform to develop an app which improves compliance in periodontal treatments
研究概览
详细说明
To develop the accuracy of an AI-determined decision-making process for compliance score (CS) assignment, to assess clinical efficacy, and develop patient reported outcomes of AI-facilitated communication / education on a subject's oral health behaviors over successive maintenance visits.
研究类型
观察性的
注册 (实际的)
50
联系人和位置
本节提供了进行研究的人员的详细联系信息,以及有关进行该研究的地点的信息。
学习地点
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Nebraska
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La Vista、Nebraska、美国、68128
- Metro West Orthodontics & Periodontics
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Texas
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Houston、Texas、美国、77063-7229
- Perio Health Professionals
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参与标准
研究人员寻找符合特定描述的人,称为资格标准。这些标准的一些例子是一个人的一般健康状况或先前的治疗。
资格标准
适合学习的年龄
18年 至 75年 (成人、年长者)
接受健康志愿者
不适用
有资格学习的性别
全部
取样方法
非概率样本
研究人群
50 subjects minimum, 18-75 years of age, treated for periodontitis in a private practice who are currently following a periodontal maintenance regimen.
描述
Inclusion Criteria:
- Subjects 18 to 75-yrs of age
- Subjects with diagnosis and treatment of Generalized and/or Localized Periodontitis Stages I, II, or III; grades A-C and or Peri-implantitis (Generalized Mild, Moderate, or Advanced Chronic Periodontitis) who are following a periodontal maintenance interval of every three months.
- Subjects are able to provide self-care (oral hygiene) without disabilities requiring assistance with daily oral hygiene measures.
- Subjects will have read, understood and signed an institutional review board (IRB) approved Informed Consent Form (ICF).
- Subjects must be able and willing to follow study procedures and instructions.
Exclusion Criteria:
- Subjects who do not own or are incapable of interacting with a smart phone or device
- Subjects who are incapable of operating an application on a smart phone or device
- Subjects who are not compliant with periodontal maintenance / recall intervals (Based on Wilson's classification as any lack of compliance with their recommended maintenance interval- therefore exclude subjects who demonstrate erratic compliance or noncompliance)18
- Subjects who require active periodontal therapy during the study
- Subjects who are on immunosuppressive medications, chemotherapy, or radiation therapy which would adversely affect their periodontal stability.
- Subjects participating in other clinical studies involving therapeutic intervention (either medical or dental).
Subjects, who in the opinion of the investigator, for any reason other than those listed above, will not be able to complete the study per protocol.
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Exclusion Criteria:
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学习计划
本节提供研究计划的详细信息,包括研究的设计方式和研究的衡量标准。
研究是如何设计的?
设计细节
研究衡量的是什么?
主要结果指标
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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To identify the input variables the AI utilizes to arrive at CS assignment and message selection for subject interaction via DDH app
大体时间:through study completion, approximately 7 months
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Digital hygiene app will provide messages to subjects via their smartphone regarding their their lst maintenance appointment and throughout the study.
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through study completion, approximately 7 months
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次要结果测量
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
|
Compliance Score Accuracy
大体时间:6 months
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the increase the compliance score ant 3 and 6 months after subject begins use of the AI app
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6 months
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change in recession
大体时间:6 months
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number of subjects with a lesser degree of recession from baseline to end of study due to increased subject compliance
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6 months
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change in probing depth
大体时间:6 months
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number of subjects with a lesser probing depth from baseline to end of study due to increased subject compliance
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6 months
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change in clinical attachment level
大体时间:6 months
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number of subjects with improved clinical attachment level due to increased subject compliance
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6 months
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change in gingival inflammation
大体时间:6 months
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number of subjects with a reduction in gingival inflammation due to increased subject compliance
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6 months
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decrease mobility
大体时间:6 months
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number of subjects showing a decreased degree of tooth mobility due to increased subject compliance
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6 months
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其他结果措施
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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PRO
大体时间:6 months
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PRO for subject experience using the AI app system
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6 months
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Subject demographics
大体时间:6 months
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determination of demographics on subjects with periodontal disease
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6 months
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AI generated surveys
大体时间:6 months
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survey to determine subjects progress, risk disease, oral hygiene needs, coping and goal setting abilities, and compliance
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6 months
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Hygienist In office subject survey
大体时间:6 months
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to measure subjects hygiene and other life events (e.g.
work stress)
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6 months
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合作者和调查者
在这里您可以找到参与这项研究的人员和组织。
出版物和有用的链接
负责输入研究信息的人员自愿提供这些出版物。这些可能与研究有关。
一般刊物
- O'Leary TJ, Drake RB, Naylor JE. The plaque control record. J Periodontol. 1972 Jan;43(1):38. doi: 10.1902/jop.1972.43.1.38. No abstract available.
- Tonetti MS, Greenwell H, Kornman KS. Staging and grading of periodontitis: Framework and proposal of a new classification and case definition. J Periodontol. 2018 Jun;89 Suppl 1:S159-S172. doi: 10.1002/JPER.18-0006. Erratum In: J Periodontol. 2018 Dec;89(12):1475.
- Free C, Knight R, Robertson S, Whittaker R, Edwards P, Zhou W, Rodgers A, Cairns J, Kenward MG, Roberts I. Smoking cessation support delivered via mobile phone text messaging (txt2stop): a single-blind, randomised trial. Lancet. 2011 Jul 2;378(9785):49-55. doi: 10.1016/S0140-6736(11)60701-0.
- Newton JT, Asimakopoulou K. Managing oral hygiene as a risk factor for periodontal disease: a systematic review of psychological approaches to behaviour change for improved plaque control in periodontal management. J Clin Periodontol. 2015 Apr;42 Suppl 16:S36-46. doi: 10.1111/jcpe.12356.
- Tonetti MS, Eickholz P, Loos BG, Papapanou P, van der Velden U, Armitage G, Bouchard P, Deinzer R, Dietrich T, Hughes F, Kocher T, Lang NP, Lopez R, Needleman I, Newton T, Nibali L, Pretzl B, Ramseier C, Sanz-Sanchez I, Schlagenhauf U, Suvan JE. Principles in prevention of periodontal diseases: Consensus report of group 1 of the 11th European Workshop on Periodontology on effective prevention of periodontal and peri-implant diseases. J Clin Periodontol. 2015 Apr;42 Suppl 16:S5-11. doi: 10.1111/jcpe.12368.
- Shapiro SC. Encyclopedia of Artificial Intelligence. New York: Wiley; 1992.
- Park WJ, Park JB. History and application of artificial neural networks in dentistry. Eur J Dent. 2018 Oct-Dec;12(4):594-601. doi: 10.4103/ejd.ejd_325_18.
- Jackson P. Introduction to Expert Systems. London: Addison Wesley; 1986
- Khanna S. Artificial intelligence: contemporary applications and future compass. Int Dent J. 2010 Aug;60(4):269-72.
- Xie X, Wang L, Wang A. Artificial neural network modeling for deciding if extractions are necessary prior to orthodontic treatment. Angle Orthod. 2010 Mar;80(2):262-6. doi: 10.2319/111608-588.1.
- Kim EY, Lim KO, Rhee HS. Predictive modeling of dental pain using neural network. Stud Health Technol Inform. 2009;146:745-6.
- Reddy MS, Shetty SR, Shetty RM, Vannala V, Sk S. Future of periodontics lies in artificial intelligence: Myth or reality? J Investig Clin Dent. 2019 Nov;10(4):e12423. doi: 10.1111/jicd.12423. Epub 2019 May 23. No abstract available.
- Wilson TG Jr, Glover ME, Malik AK, Schoen JA, Dorsett D. Tooth loss in maintenance patients in a private periodontal practice. J Periodontol. 1987 Apr;58(4):231-5. doi: 10.1902/jop.1987.58.4.231.
- Miyamoto T, Kumagai T, Jones JA, Van Dyke TE, Nunn ME. Compliance as a prognostic indicator: retrospective study of 505 patients treated and maintained for 15 years. J Periodontol. 2006 Feb;77(2):223-32. doi: 10.1902/jop.2006.040349.
- McGuire MK, Nunn ME. Prognosis versus actual outcome. III. The effectiveness of clinical parameters in accurately predicting tooth survival. J Periodontol. 1996 Jul;67(7):666-74. doi: 10.1902/jop.1996.67.7.666.
- Needleman I, Nibali L, Di Iorio A. Professional mechanical plaque removal for prevention of periodontal diseases in adults--systematic review update. J Clin Periodontol. 2015 Apr;42 Suppl 16:S12-35. doi: 10.1111/jcpe.12341.
- Asimakopoulou K, Nolan M, McCarthy C, Newton JT. The effect of risk communication on periodontal treatment outcomes: A randomized controlled trial. J Periodontol. 2019 Sep;90(9):948-956. doi: 10.1002/JPER.18-0385. Epub 2019 Apr 17.
- Amerio E, Mainas G, Petrova D, Giner Tarrida L, Nart J, Monje A. Compliance with supportive periodontal/peri-implant therapy: A systematic review. J Clin Periodontol. 2020 Jan;47(1):81-100. doi: 10.1111/jcpe.13204. Epub 2019 Nov 13.
- Asimakopoulou K, Newton JT, Daly B, Kutzer Y, Ide M. The effects of providing periodontal disease risk information on psychological outcomes - a randomized controlled trial. J Clin Periodontol. 2015 Apr;42(4):350-5. doi: 10.1111/jcpe.12377. Epub 2015 Mar 24.
- Wilson TG Jr, Glover ME, Schoen J, Baus C, Jacobs T. Compliance with maintenance therapy in a private periodontal practice. J Periodontol. 1984 Aug;55(8):468-73. doi: 10.1902/jop.1984.55.8.468.
- Miller SC. Textbook of Periodontia: Philadelphia, Blakiston; 1938
研究记录日期
这些日期跟踪向 ClinicalTrials.gov 提交研究记录和摘要结果的进度。研究记录和报告的结果由国家医学图书馆 (NLM) 审查,以确保它们在发布到公共网站之前符合特定的质量控制标准。
研究主要日期
学习开始 (实际的)
2021年9月10日
初级完成 (预期的)
2023年1月30日
研究完成 (预期的)
2023年6月1日
研究注册日期
首次提交
2021年8月27日
首先提交符合 QC 标准的
2021年9月24日
首次发布 (实际的)
2021年10月6日
研究记录更新
最后更新发布 (实际的)
2022年5月26日
上次提交的符合 QC 标准的更新
2022年5月25日
最后验证
2022年5月1日
更多信息
此信息直接从 clinicaltrials.gov 网站检索,没有任何更改。如果您有任何更改、删除或更新研究详细信息的请求,请联系 register@clinicaltrials.gov. clinicaltrials.gov 上实施更改,我们的网站上也会自动更新.