Matheus Pithon’s research while affiliated with Federal University of Rio de Janeiro and other places

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Publications (27)


YouTube™ como uma fonte de informações sobre odontologia do sono
  • Article

January 2024

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9 Reads

Arquivos em Odontologia

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Matheus Cesar da Silva Parada

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Júnia Maria Serra-Negra

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[...]

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Lucianne Cople Maia

Objetivo: Avaliar a qualidade e a confiabilidade do conteúdo de vídeos sobre Odontologia do Sono no YouTube™. Métodos: Foi realizada uma busca no YouTube™, utilizando o termo “Odontologia do Sono”, na qual selecionou-se os 100 primeiros vídeos para análise realizada por dois pesquisadores. Foram incluídos vídeos sobre o tema, na língua portuguesa brasileira, com no máximo 24 minutos. Foram extraídos: título, data, duração, visualização, curtida, fonte, público-alvo, objetivo e assunto. A qualidade foi avaliada através da Escala de Qualidade Global (EQG), e a confiabilidade, através da adaptação de um índice previamente publicado, ambos pontuando até 5 pontos, onde mais pontos significavam maior qualidade e confiabilidade. Foram realizados os testes de Mann-Whitney U, Kruskal-Wallis e a correlação de Spearman (p < 0,05). Resultados: 58 vídeos foram incluídos, cuja mediana da duração foi 2,4 ± 7,6 minutos. A maioria dos vídeos era produzida por cirurgiões-dentistas (CD) (75,9%; n = 44), sobre apneia (96,6%; n = 56), com o objetivo educacional/informativo (65,5%; n = 38) e direcionado para leigos (58,6%; n = 34). A maioria apresentou mediana baixa de 2,0 ± 1,0 na EQG (41,4%; n = 24), e na escala de confiabilidade, a mediana de 3,0 ± 1,0 (60,3%; n = 35). Houve correlação moderada da EQG (p = 0,62; p < 0,01) e da confiabilidade (ρ = 0,41; p < 0,01) com a duração do vídeo, e também entre EQG e confiabilidade (ρ = 0,66; p < 0,01). Vídeos educacionais/informativos, produzidos por CD, e direcionados a leigos, apresentaram uma maior EQG e confiabilidade (p < 0,01). Vídeos que incluíam bruxismo tinham maior EQG (p = 0,01). Programas de televisão e vídeos que não eram comerciais apresentaram maior confiabilidade (p < 0,05). Conclusão: A maioria dos vídeos possuía qualidade baixa e confiabilidade moderada. Vídeos educacionais/informativos, feitos por CD, direcionados a leigos, que incluíam bruxismo, programas de televisão e que não eram comerciais, apresentaram maior qualidade e confiabilidade.


Figure 4. Boxplot pointing towards variations in size based on the centroid size of women with and without (normal) osteoporosis.
Variation in mandible shape and size due to osteoporosis: Geometric morphometrics study
  • Article
  • Full-text available

December 2023

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67 Reads

International journal of interdisciplinary dentistry

Objective: Assessing whether it is possible screening women with osteoporosis through geometric morphometrics based on panoramic x-ray. Materials and Methods: Leukoderma women, after menopause, 40 years old (or older), with confirmed medical diagnosis of presence, or absence, of osteoporosis through bone densitometry examination. (N = 62). Measurements taken through panoramic X-ray based on geometric morphometrics. All x-rays were taken twice by the same researcher. Procrustes superimposition was assessed through Cartesian coordinates generated from anatomic landmark and semilandmarks. Regression Analysis, Multivariate Analysis of Variance (MANOVA), discriminant function and cross validation analysis, and Thin plate spliness in MorphoJ software were carried out. Subsequently, Fluctuating Asymmetry Analysis (FA) was conducted and ANOVA was performed to assess differences in centroid size. Results: Significant values were recorded for mandible shape (p<0.01) through MANOVA. Significant values (P<0.01) were also found through discriminant function analysis between groups of women with, and without, osteoporosis. Fluctuating asymmetry analysis showed significant differences in mandible shape and size between sides (p<0.01). Conclusions: Geometric morphometrics proved to be effective in screening and identifying elderly leukoderma women with, or without, osteoporosis based on panoramic x-rays. This is a promising technique to diagnose or identify patients with some health condition.

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Peeling with retinoic acid in microemulsion for treatment of melasma: A double‐blind randomized controlled clinical study

October 2023

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14 Reads

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1 Citation

Objective To evaluate the clinical efficacy of peeling with a microemulsion formulation containing 1% retinoic acid. Materials and Methods After development of the product, 60 patients with melasma were randomly divided into three groups ( n = 20): Group 1–application of conventional 1% retinoic acid peeling (RA 1%). Group 2–application of 1% retinoic acid peeling in microemulsion (RA 1%M). Group 3–Application of placebo. The groups were submitted to four peeling sessions, fortnightly on Days 0, 15, 30, and 45, and analyzed at the time intervals of 0, 15, 30, 45, and 60 days. Evaluation was made by using the Melasma Area and Severity Index (MASI) and Melasma Quality of Life (MelasquoL) instrument. Hemato‐biochemical parameters were also evaluated at Days 0 and 60. After obtaining the results, normality was evaluated by means of the Kolmogorov–Smirnov test and afterwards, the following tests were applied: Friedman statistical (to test the effect of the treatments on the MASI index); Wilcoxon, (for comparison between pairs to test the effect of treatments on the MelasQoL index); Kruskal–Wallis, (to test the differences between the groups); and Mann–Whitney, (comparisons between treatments). The level of significance adopted was 5% (α = 0.05). Results The three groups presented a significant reduction in the MASI index, indicating the effect of all the treatments on reducing the melasma ( p < 0.001). A significant reduction in the stains was observed with the use of retinoic acid peeling delivered in microemulsion (62%) when compared with the conventional peeling with 1% retinoic acid in a conventional vehicle (26%) and the placebo (12%). There was also a significant reduction in the MelasQoL index (sum of all the aspects) in the three groups, indicating the effect of all the treatments, including the placebo, on the overall quality of life of those with melasma. However, RA 1%M the treatment that promoted the greatest effect on the quality of life of individuals. In percentage terms, the RA 1%M provided a mean reduction of 30% in the MelasQoL index, against 13% of the conventional treatment and only 4% of the placebo. When the hemato‐biochemical parameters were compared on Days 0 and 60, there were no significant changes in the results. Conclusion The chemical peeling performed with RA 1%M was effective for the treatment of melasma, and was shown to be superior to the peeling performed with retinoic acid in a conventional vehicle, in reducing the stains and improving the quality of life of patients.


YouTube™ as a source of tooth avulsion information: A video analysis study

August 2023

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23 Reads

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7 Citations

Dental Traumatology

Background/aim: Evaluate the informative content in tooth avulsion videos intended for dentists available on YouTube™ and analyse their compliance with the International Association of Dental Traumatology (IADT) guidelines 2020. Materials and methods: Google Trends was used to identify the most searched term for tooth avulsion. Tooth avulsion-related videos in Brazilian Portuguese intended for dentists were searched on YouTube™ with a 12-month filter. Two raters reviewed these videos to extract their features and evaluate and qualify them with two 9-point checklists based on the IADT 2020 guidelines. The emergency steps for tooth avulsion at the accident site were assessed before, during and after clinical management; each step received 1 point if present and 0 points if absent. The final score ranged from 0 to 9 points on each checklist (18 points total), and the total score was used to classify the videos as having poor, moderate or rich content. Reliability and video quality were evaluated by an adapted version of the DISCERN tool and global quality scale (GQS), respectively. The data were analysed with the Mann-Whitney U-test, Pearson chi-square test, and the Kappa statistic (p < .05). Results: Of 60 videos, 8 were included. All were uploaded by dental professionals or undergraduate students; the average duration was 11 min (range: 0.40-65 min), and the average number of views was 56.75. Half the videos (50%) had maximum completeness scores for questions about emergency dentist referral before clinical management, and more than half (75%) had maximum completeness regarding the steps required during and after treatment. Rich videos had higher GQS scores (p = .049) without significant correlation. Conclusions: Although most videos in Brazilian Portuguese were considered high-quality according to the IADT checklist, half of them presented partial absence of information regarding orientations at the accident site.


Assessment of the reliability of YouTube™ videos about zirconia crowns in pediatric dentistry

July 2023

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15 Reads

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1 Citation

European Archives of Paediatric Dentistry. Official Journal of the European Academy of Paediatric Dentistry.

Purpose: To evaluate the reliability of YouTube™ videos on zirconia crowns in pediatric dentistry. Methods: On January 4, 2022, a search was performed using the term "pediatric zirconia crown". The first 100 videos on the subject were included. Non-English videos, duplicates, and off-topic videos were excluded. For each video, an examiner recorded the number of views, likes, comments, channel followers, upload date, duration, and category rating. Two examiners assessed the reliability of the information presented in the videos using DISCERN, a brief questionnaire and scale score used to assess in a valid and reliable way the quality of information on treatment choices for health problems. Descriptive and inferential analyses were performed (p < 0.05). Results: Of the initial 100 videos, 72 were excluded because of language, duplication, and subject matter. The 28 remaining videos had an average of 3.5 comments, 8,896.18 channel followers, 5,614.00 views, 19.14 likes, and a duration of 840.32 s. The average view rate was 7.54 per day ± 10,206.81. There was a statistically significant difference between the number of views and comments (p < 0.001), likes and comments (p < 0.001), and likes and views (p = 0.006). According to the DISCERN, none of the videos received the maximum grade to be considered very good. Two were considered good, nine fair, fourteen poor, and three very poor. Conclusion: Given that the majority of YouTube™ videos currently available on zirconia crowns in pediatric dentistry were deemed unreliable according to the DISCERN questionnaire, caution should be exercised when using the information presented.


Boosting research on dental panoramic radiographs: a challenging data set, baselines, and a task central online platform for benchmark

January 2023

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92 Reads

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5 Citations

Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization

We address in this study the construction of a public data set of dental panoramic radiographs. Our objects of interest are the teeth, which are segmented and numbered. We benefited from the human-in-the-loop concept to expedite the labelling procedure, using predictions from deep neural networks as provisional labels, later verified by human annotators. Our results demonstrated a 51% labelling time reduction using HITL, saving us more than 390 continuous working hours. In a novel online platform, called OdontoAI, created to work as task central for this novel data set, we released 4,000 images, from which 2,000 have their labels publicly available for model fitting. The labels of the other 2,000 images are private and used for model evaluation on different tasks. To the best of our knowledge, this is the largest-scale publicly available data set for panoramic radiographs, and the OdontoAI is the first platform of its kind in dentistry.


Figure 19: Sequential anterior space creation by tooth projection before traction ( left side ). A) baseline; B) posterior alignment and leveling; C) initial projection; D) after 15 days; E) after 27 days; F) after 54 days; G) after 81 days; H) after 108 days; I) after 123 days; J) after 135 days; L) 162 days after projection; M) space created prior to traction.
Figure 20: Sequential anterior space creation by tooth projection before traction ( upper arch ). A) baseline; B) initial projection; C) after 15 days; D) after 27 days; E) after 54 days; F) after 81 days; G) after 123 days; H) 162 days after projection; I) Intraoperative bonding of canines; J) initial traction; L) left maxillary canine subjected to traction and M) canines positioned in the arch.
Figure 21: A) Baseline; B) initial alignment and leveling of posterior segment; C) continuous archwire with box loop for alignment of left mandibular canine; D) 0.015-in Twist-Flex; E) 0.012-in stainless steel ( SS ) archwire; F) 0.016-in SS archwire; G) 0.018-in SS archwire; H) 0.020-in SS archwire; I) 0.017 x 0.025-in SS archwire; J) 0.019 x 0.025-in SS archwire; L) archwire with finishing bends and M) end of treatment.
Therapeutic approach in Class I malocclusion with impacted maxillary canines

May 2022

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27 Reads

Dental Press Journal of Orthodontics

Objective: To emphasize the importance of diagnosis and discuss the therapeutic approaches that can be used in the orthodontic treatment of Class I malocclusion associated with two impacted maxillary canines. The opening of spaces for traction of these teeth by means of rapid maxillary expansion or extraction of maxillary premolars was contraindicated in the case reported. Therefore, it was decided to open spaces with projection of incisors. Results: The obtained results were satisfactory, as a good occlusion was obtained, with adequate functional guides, as well as an improvement in the facial appearance. Conclusion: The projection of the incisors prior to traction of the impacted maxillary canines proved to be a valid option in the case described. Ten years after completion of treatment, the case is stable, maintaining periodontal health.


OdontoAI: A human-in-the-loop labeled data set and an online platform to boost research on dental panoramic radiographs

March 2022

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3,455 Reads

Deep learning has remarkably advanced in the last few years, supported by large labeled data sets. These data sets are precious yet scarce because of the time-consuming labeling procedures, discouraging researchers from producing them. This scarcity is especially true in dentistry, where deep learning applications are still in an embryonic stage. Motivated by this background, we address in this study the construction of a public data set of dental panoramic radiographs. Our objects of interest are the teeth, which are segmented and numbered, as they are the primary targets for dentists when screening a panoramic radiograph. We benefited from the human-in-the-loop (HITL) concept to expedite the labeling procedure, using predictions from deep neural networks as provisional labels, later verified by human annotators. All the gathering and labeling procedures of this novel data set is thoroughly analyzed. The results were consistent and behaved as expected: At each HITL iteration, the model predictions improved. Our results demonstrated a 51% labeling time reduction using HITL, saving us more than 390 continuous working hours. In a novel online platform, called OdontoAI, created to work as task central for this novel data set, we released 4,000 images, from which 2,000 have their labels publicly available for model fitting. The labels of the other 2,000 images are private and used for model evaluation considering instance and semantic segmentation and numbering. To the best of our knowledge, this is the largest-scale publicly available data set for panoramic radiographs, and the OdontoAI is the first platform of its kind in dentistry.


Figure 1. Study design flowchart.
Figure 2. Distribution of toothbrushing frequency (A) and flossing frequency (B) as a function of time and receipt of text messages via WhatsApp. Significance: * P , .03; ** P , .001.
Toothbrushing and Flossing Frequencies (%) as a Function of Text Messaging via WhatsApp
Can text messages encourage flossing among orthodontic patients?

May 2021

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84 Reads

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7 Citations

The Angle Orthodontist

Objectives: To assess the extent to which text messages on WhatsApp play a role in patient awareness of the importance of proper oral hygiene and flossing on a daily basis and to test the null hypothesis that daily text messages do not influence the flossing habits of orthodontics patients. Materials and methods: Forty-four patients wearing fixed orthodontic appliances with a mean age of 14.3 years participated in the study. Patients (male and female) were randomly assigned to two groups (n = 22): group 1, text messages sent via WhatsApp daily during the study period, and group 2 (control), no text messages received. Plaque index, gingival bleeding index, and halitosis were assessed at baseline and after 30 days. The results were analyzed and subjected to normality test, McNemar test, Fisher exact test, Mann-Whitney test, and Wilcoxon signed-rank test. Results: There was a significant influence on flossing habits (P < .05) and a significant reduction in plaque and gingival bleeding indices in group 1 (P < .05). Group 1 had a significant reduction in halitosis (P < .05). Conclusions: Daily text messages seem to influence patient awareness of the importance of proper oral hygiene and flossing. The null hypothesis was rejected because those patients who received text messages every day changed their flossing habits.



Citations (17)


... Inclusion criteria were as follows: videos that were in the English language, videos that were on the subject, and video quality of 240p or higher. [13][14][15][16] The exclusion criteria were as follows: Videos in languages other than English, duplicate videos, videos without audio and explanation, and videos longer than 30 min on YouTube™. 14-17 ...

Reference:

Evaluation of the reliability and accuracy of YouTube™ and TikTok™ contents about storage media for avulsed teeth: A cross-sectional study
YouTube™ as a source of tooth avulsion information: A video analysis study
  • Citing Article
  • August 2023

Dental Traumatology

... A hundred videos were analyzed for general video characteristics (number of views, likes, dislikes, number of comments, and uploaded date stainless steel crowns (SSC), 13 and zirconia crowns. 14 The results of these studies demonstrate that the quality of the available videos is poor and provide insufficient knowledge. A similar result was obtained from three studies conducted to evaluate the quality of YouTube videos regarding SM. 2,4,15 These studies limited their data to English-language videos and excluded non-English videos as part of their study designs. ...

Assessment of the reliability of YouTube™ videos about zirconia crowns in pediatric dentistry
  • Citing Article
  • July 2023

European Archives of Paediatric Dentistry. Official Journal of the European Academy of Paediatric Dentistry.

... To accelerate the development and benchmarking of AI techniques, several studies have made their PRs and corresponding annotations publicly available in data depositories [13,[17][18][19][20][21]. These public datasets vary in size, from 115 to 4,000 unique PRs, with the annotations ranging from mandible segmentations to the segmentation and labeling of teeth and abnormalities. ...

Boosting research on dental panoramic radiographs: a challenging data set, baselines, and a task central online platform for benchmark
  • Citing Article
  • January 2023

Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization

... The use of dental floss was infrequently reported in both groups, with no significant differences observed, contrasting with a study by Santos et al. [20] that explored the impact of telemedicine on adherence to oral hygiene practices, including flossing. An observational before-and-after study in Croatia also noted significant differences in floss usage pre-and post-intervention, likely due to effective information dissemination and education in certain communities [21]. ...

Can text messages encourage flossing among orthodontic patients?

The Angle Orthodontist

... Panoramic dental X-ray images present significant challenges for automatic image analysis due to their coverage of multiple body parts, such as teeth, gums, jaw, skull, spine, and other skeletal structures [6]. Moreover, these images are often affected by low contrast and high noise, making traditional manual feature extraction methods difficult to apply. ...

A study on tooth segmentation and numbering using end-to-end deep neural networks
  • Citing Conference Paper
  • November 2020

... Modern clinical devices allow for rapid acquisition of full dental X-rays suitable for the visualization of dental pathologies, but dentists are more and more challenged in evaluating the increasing amount of image data. As a growing body of studies suggests, artificial intelligence (AI) and neural networks can support radiologists and dentist in tooth detection, segmentation and numbering with different approaches on panoramic dental X-ray images [2][3][4][5][6]. Furthermore, neural networks can also assist in caries detection [7] predominantly on bitewing X-ray [8] and panoramic dental X-ray images [9] or making caries classifications on single teeth [10]. ...

A study on tooth segmentation and numbering using end-to-end deep neural networks

... When compared with energy drinks like Fire ball and Coca-Cola, all elastomeric chains immersed in Monster White and mineral water exhibited comparatively less force decay [ Figures 1-3]. Coca-Cola significantly increased the force degradation of the elastomeric chains, as indicated by earlier research [33][34][35][36][37][38][39][40][41][42][43] ; thus, the null hypothesis was rejected. ...

Experimental Evaluation of Strength Degradation of Orthodontic Chain Elastics Immersed in Hot Beverages

The Journal of Indian Orthodontic Society

... The results of studies on aesthetic perception varied between different groups of evaluators, including orthodontists, oral and maxillofacial surgeons, lay people, orthognathic patients, and clinicians. In addition, most studies evaluated two-dimensional facial images, and these analyses were not optimal [20][21][22][23][24][25] . ...

Effect of mentoplasty on esthetic perception of dental surgeons, dental students and lay persons
  • Citing Article
  • April 2019

Brazilian Dental Science

... 6 Moreover, TDI ranks fifth on the list of the most common acute/chronic diseases and injuries in the world. 7 Previous studies have investigated demographic, behavioural and clinical factors associated with TDI and showed its association with alcohol and drug use, 8 obesity, 9,10 accentuated overjet and inadequate lip coverage. 1,10,11 However, the possible association between socioeconomic indicators and TDI in permanent dentition is still under debate. ...

Are traumatic dental injuries greater in alcohol or illicit drugs consumers? A systematic review and meta-analysis
  • Citing Article
  • February 2019

Drug and Alcohol Dependence

... Furthermore, the specific jaw curvature and posture of patients may result in differences in the generated image (Choi 2011, Top 2023. The NN training of panoramic radiographs presents a unique set of difficulties due to their comprehensive nature, capturing not only the teeth but also the chin, spine, and jaws, as mentioned in (Jader et al. 2018). As a result, it becomes difficult to set just one fixed position that applies to the entire dataset for the intended Region of Interest (RoI). ...

Deep Instance Segmentation of Teeth in Panoramic X-Ray Images