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Can We Trust and Use Artificial Intelligence (AI) to

                                            Summarize Evidence?

                                    Authors: Barret Towns and Analia Veitz-Keenan, DDS, FAGD


      Background
      Synthesizing evidence can take time, and practitioners need the evidence for clinical practice. Artificial intelligence (AI) can help with this
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      task,  and it was used as an example for this review. The purpose of this review is to analyze the current evidence provided by systematic
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      reviews on patient compliance with orthodontic retainers. ChatGPT4o  was used to assist in the search and analysis of the evidence.
      Post-orthodontic retention is essential for maintaining treatment outcomes, yet long-term patient compliance with retainer wear remains
      inconsistent. General practitioners encounter many patients who use or plan to undergo orthodontic treatment, and long-term treatment
      success seems highly associated with utilizing a retention method. 3

      This review aims to synthesize findings from four recent systematic and scoping reviews examining adherence to retainer protocols,
      associated influencing factors, and strategies to improve compliance.

      Methodology
      ChatGPT4o was provided with the prompt to search for published evidence about this topic.

      This narrative review consolidates evidence from four published systematic or scoping reviews between 2017 and 2024. These reviews
      included 12 to 60 studies each, encompassing various patient populations and appliance types. Inclusion criteria focused on patient
      adherence with removable orthodontic retainers, as measured through objective data, self-reports, and outcomes following educational or
      digital intervention.

      Table 1. Main findings and relevance to clinical practice, summarized data.
      Results
      Key findings from the reviews are summarized below:

       Study (Year)                 Focus                      Key Findings               ChatGPT performance
       van der Bie et al.           Retention phase compliance.  Adherence declined with time.  Identified the article.
       (2024)  “Patient adherence in                           Parental support and peer   The results extracted are
             4
       orthodontics: A scoping review”                         group engagement improved   correct.
                                                               outcomes.
       Fu et al. (2023)  “Patient   Retainer compliance and    Text reminders improved    Identified the article. Incorrect
                    5
       compliance with removable    interventions.             adherence. App use was     authors were listed.
       orthodontic retainers: A                                ineffective.               The results extracted are
       systematic review”                                                                 correct.

       Nahajowski et al.            Wear time by age, sex, and   Plate retainers had the highest   Identified the article.
       (2022)  “Orthodontic         appliance type.            compliance. Age/sex effects   Incorrect title
             6
       Compliance Assessment: A                                were minimal.              The results extracted are
       Systematic Review”                                                                 correct.
       Al-Moghrabi et al.           Compliance with removable   Wear time is overestimated—  Identified the article—correct
       (2017) ”Compliance with      appliances.                limited impact from        reference.
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       removable orthodontic                                   interventions.             The results extracted are
       appliances and adjuncts: A meta-                                                   correct.
       analysis”

      Table 1. Articles, summarized findings, and ChatGPT performance.

      Factors Influencing Retainer Compliance
      Multiple reviews have identified key factors influencing retainer compliance, including retainer type, patient demographics, and the
      degree of clinical and social support.  Vacuum-formed retainers (VFRs) are initially preferred for esthetics but show declining long-term
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      use, whereas Hawley retainers tend to have more sustained adherence. Fixed retainers may bypass wear issues but pose maintenance
      risks.   Time since treatment is a strong predictor—compliance drops significantly after 6–12 months. Contrary to assumptions, age and
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      gender do not significantly influence adherence. However, parental involvement is linked to improved outcomes, especially in adolescents.
      Strong orthodontist-patient communication and clear retention protocols are associated with better adherence.  Socioeconomic factors
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      also matter: private patients often demonstrate better compliance than those in public clinics. This may reflect variations in follow-up care,
      resources, or perceived treatment value. 5
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