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Esophageal carcinoma is the sixth-leading cause of cancer death worldwide. A precursor to esophageal adenocarcinoma (EAC) is Barrett's Esophagus (BE). Early-stage diagnosis and treatment of esophageal neoplasia (Barrett's with high-grade dysplasia/intramucosal cancer) increase the five-year survival rate from 10% to 98%. BE is a global challenge; however, current endoscopes for early BE detection are costly and require extensive infrastructure for patient examination and sedation. We describe the design and evaluation of the first prototype of ScanCap, a high-resolution optical endoscopy system with a reusable, low-cost tethered capsule, designed to provide high-definition, blue-green illumination imaging for the early detection of BE in unsedated patients. The tethered capsule (12.8 mm diameter, 35.5 mm length) contains a color camera and rotating mirror and is designed to be swallowed; images are collected as the capsule is retracted manually via the tether. The tether provides electrical power and illumination at wavelengths of 415 nm and 565 nm and transmits data from the camera to a tablet. The ScanCap prototype capsule was used to image the oral mucosa in normal volunteers and ex vivo esophageal resections; images were compared to those obtained using an Olympus CV-180 endoscope. Images of superficial capillaries in intact oral mucosa were clearly visible in ScanCap images. Diagnostically relevant features of BE, including irregular Z-lines, distorted mucosa, and dilated vasculature, were clearly visible in ScanCap images of ex vivo esophageal specimens.
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OBJECTIVES: To determine the incidence rate of suicide from 2002 to 2022 among athletes from the National Collegiate Athletic Association (NCAA) and assess for potential differences by, sex, race, division and sport. METHODS: NCAA athlete deaths over a 20-year period from 2002 to 2022 were identified. Poisson regression models were built to assess changes in incidence rates over time. Linear and quadratic fits between year and suicide incidence for males and females were evaluated. RESULTS: Of 1102 total deaths, 128 (11.6%) deaths by suicide were reported (male n=98, female n=30). The overall incidence was 1:71 145 athlete-years (AYs). Over the last decade, suicide was the second most common cause of death after accidents. The proportion of deaths by suicide doubled from the first 10 years (7.6%) to the second 10 years (15.3%). The suicide incidence rate for males increased linearly (5-year incidence rate ratio 1.32 (95% CI 1.14 to 1.53)), whereas a quadratic association was identified among female athletes (p=0.002), with the incidence rate reaching its lowest point in females in 2010-2011 and increasing thereafter. Male cross-country athletes had the highest suicide incidence rate (1:29 815 AYs) and Division I and II athletes had a higher suicide incidence rate than Division III athletes. No significant differences in suicide incidence rates by sex, race or sport were identified. CONCLUSION: Deaths by suicide among NCAA athletes increased in both males and females throughout the 20-year study period, and suicide is now the second most common cause of death in this population. Greater suicide prevention efforts geared towards NCAA athletes are warranted.
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Atletas , Suicidio , Humanos , Femenino , Masculino , Suicidio/estadística & datos numéricos , Incidencia , Estados Unidos/epidemiología , Atletas/estadística & datos numéricos , Atletas/psicología , Universidades , Adulto Joven , Deportes/estadística & datos numéricos , Factores Sexuales , AdolescenteRESUMEN
Laser-induced plasmas of materials containing hydrocarbons present strong carbon molecular emission features. Using these emissions to build models relating changes in spectral features to a physical parameter of the system, such as hydrocarbon content, can be difficult because of the dynamic complexity of the spectral features and temperature disequilibrium between molecular species. This study presents machine learning models trained to quantify the mole fraction of hexane in hexane-air plasmas from CN Violet and C2 Swan spectral features. Ensemble regression methods provide the most accurate predictions with root mean squared error on the order 10-2. Artificial neural network regressions produce predictions with superlative sensitivity, exhibiting detection limits as low as 0.008. These foundational models can be further refined with more advanced data to quantify the presence of carbon species in complex plasma environments, such as high-speed reacting flows.
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OBJECTIVE: Health disparities are widely prevalent; however, little has been done to examine and address their causes and effects in sports and exercise medicine (SEM). We aimed to summarise the focus areas and methodology used for existing North American health disparity research in SEM and to identify gaps in the evidence base. DESIGN: Scoping review. DATA SOURCES: Systematic literature search of PubMed, Scopus, SPORTDiscus, CINAHL Plus with Full Text, Web of Science Core Collection and Cochrane Central Register of Controlled Trials. ELIGIBILITY CRITERIA: Full-text, peer-reviewed manuscripts of primary research, conducted in North America; published in the year 2000 or after, in English; and focusing on organised sports were included. RESULTS: 103 articles met inclusion criteria. Articles were classified into five focus areas: access to and participation in sports (n=45), access to SEM care (n=28), health-related outcomes in SEM (n=24), provider representation in SEM (n=5) and methodology (n=1). Race/ethnicity (n=39), socioeconomic status (n=28) and sex (n=27) were the most studied potential causes of health disparities, whereas sexual orientation (n=5), location (rural/urban/suburban, n=5), education level (n=5), body composition (n=5), gender identity (n=4) and language (n=2) were the least studied. Most articles (n=74) were cross-sectional, conducted on youth (n=55) and originated in the USA (n=90). CONCLUSION: Health disparity research relevant to SEM in North America is limited. The overall volume and breadth of research required to identify patterns in a heterogeneous sports landscape, which can then be used to inform positive change, need expansion. Intentional research focused on assessing the intersectionality, causes and consequences of health disparities in SEM is necessary.
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Disparidades en el Estado de Salud , Medicina Deportiva , Humanos , Medicina Deportiva/estadística & datos numéricos , Accesibilidad a los Servicios de Salud/estadística & datos numéricos , América del Norte , Deportes/estadística & datos numéricos , Disparidades en Atención de Salud/estadística & datos numéricosRESUMEN
Abstract Objective: To describe the challenges pediatric dentists face while caring for their patients during the pandemic. Material and Methods: A descriptive qualitative study was conducted with purposefully sampled pediatric dentists. Data were collected through in-depth, semi-structured interviews until the content of the collected data reached theoretical saturation. Data were transcribed verbatim, coded, and analyzed using content analyses. Results: Seven participants (four females and three males) between 29 and 50 years participated in the study. Three themes emerged from the analyses: Anxiety and fear; PPE (Personal Protective Equipment) and its impact on care delivery; and 3) Behavior management. Conclusion: Dental care delivery was challenging for pediatric dentists. They experienced high anxiety levels and modified their services according to the recommended guidelines while making accommodations to lessen patients' COVID-19-related anxiety. The additional mandated PPE use affected the communication between the dentists and their patients, affecting their dentist-patient bonding.
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Humanos , Masculino , Femenino , Adulto , Persona de Mediana Edad , Odontólogos , COVID-19/psicología , Atención Odontológica , Investigación Cualitativa , India/epidemiologíaRESUMEN
Background: The necessity to modify silver diamine fluoride (SDF) to make it esthetically acceptable without affecting its beneficial properties keeps the research in this field pertinent. Aim: This study aims to comparatively evaluate the efficacy of Glutathione (GSH) in reducing tooth discoloration associated with SDF. Materials and Methods: This split-mouth in vivo study was conducted on 20 children aged 3-8 years having a minimum of 3 active carious primary teeth. The three teeth in each patient were randomly divided into Group I - 38% SDF; Group II - 38% SDF followed by application of potassium iodide; and Group III - 38% SDF mixed with 20% GSH. Standardized photographs were taken immediately after application and after 6 months, which were analyzed using Image J software. The carious lesions were clinically classified as active or arrested after 6 months. Results: When mean gray values of three groups were compared postoperative, the highest value (lighter shade) was observed for group II and least (darker shade) for group I, whereas, during the 6-month follow-up, the highest value was seen for group III and least for group I. The color change from preoperative to 6 months' follow-up was compared, and a statistically significant difference was observed between groups I and II (P = 0.003) and groups I and III (P = 0.001). When caries arresting effectiveness was analyzed, there was no significant difference found between any of the groups (P = 1). Conclusion: Mixing 20% GSH with 38% SDF was an effective measure in reducing the tooth discoloration associated with SDF, without affecting caries arresting the efficiency of the latter.
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Background: The primary maxillary molars occasionally remain sensitive during operative procedures even post the buccal supraperiosteal injection. This could be due to the widely flared palatal roots receiving accessory innervation from the palatal nerves. Identifying inadequate anesthesia upfront using the electric pulp test (EPT) would give vital information to the clinician on the need of a supplemental palatal injection. Aim: The aim of this study was to assess and evaluate the reliability of the EPT as an indicator of pulpal anesthesia in primary maxillary molars. Methodology: Fifty one primary maxillary molars were subjected to the EPT following a buccal supraperiosteal injection. During the operative procedure, the " Face Legs Activity Cry Consolability" (FLACC) scores were recorded. The outcome of the EPT was correlated with the results of the FLACC score using Pearson's Chi-square test.Results: The EPT results were correlated to the FLACC scores. Five out of the 10 primary maxillary second molars which responded to the EPT scored 0 on the FLACC scale. The remaining 5 teeth scored 1 on the FLACC scale. The P value was 0.056 which was not statistically significant. This infers that the EPT is not a reliable tool to assess the adequacy of pulpal anesthesia in primary maxillary second molars. Conclusion: From the results of the present study, it can be concluded that the EPT is not a reliable tool to be used as an indicator of pulpal anesthesia in primary maxillary molars.
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Anestesia Dental , Anestésicos Locales , Humanos , Anestesia Local/métodos , Reproducibilidad de los Resultados , Pulpa Dental , Anestesia Dental/métodosRESUMEN
Aim: The aim of the study was to evaluate the anxiety levels in children while using rubber dam and OptraDam isolation techniques. Materials and methods: This study was a crossover trial conducted on 27 selected 6-12-year-old children. The procedure of placement of either of the isolation techniques was told and demonstrated using audiovisual aid. The sequence of the proceedings on each child (rubber dam or OptraDam) was determined randomly using toss of coin. Second demonstration was carried out 7 days after the first demonstration. The anxiety experienced was recorded using Venham's anxiety scale at two time points-after verbal explanation and after the audiovisual demonstration. The study also objectively assessed the anxiety by measuring the salivary malondialdehyde (MDA) levels of two patients. Results: When mean values of Venham's anxiety scores after verbal explanation and after audiovisual demonstration were compared for each of the two techniques using paired Student's t test, there was statistically significant decrease in the anxiety score following audiovisual demonstration in both the techniques. When the scores between two groups after verbal explanation and after audiovisual demonstration were compared using repeated measures of analysis of variance (ANOVA), the reported anxiety scores were significantly lesser for the OptraDam technique (p = 0.000). Conclusion: Audiovisual demonstration reduced the anxiety of children when compared to verbal explanation for both isolation techniques. OptraDam isolation was found to be less anxiety generating in children compared to rubber dam isolation. Clinical significance: When using modern adhesive techniques, a good isolation of the working field is an important requirement for better prognosis. OptraDam being the latest addition to the rubber dam family, if found to be more children friendly can solve majority of the problems related to isolation in pediatric dentistry. How to cite this article: S Mahima, YM Karuna, Shenoy R, et al. Evaluation of Anxiety Levels in Children while using Rubber Dam and OptraDam Isolation Techniques. Int J Clin Pediatr Dent 2023;16(2):287-291.
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Head injuries are a common occurrence in sports and can involve injuries to the brain, skull, and superficial soft tissues. The most commonly discussed diagnosis is a concussion. Head and cervical spine injuries must be considered together at times, due to the overlapping nature of symptoms present during on-field evaluation. This article presents a range of head injuries, along with critical steps in evaluation and management.
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Traumatismos en Atletas , Conmoción Encefálica , Traumatismos Craneocerebrales , Deportes , Humanos , Traumatismos en Atletas/diagnóstico , Traumatismos en Atletas/epidemiología , Traumatismos en Atletas/terapia , Urgencias Médicas , Traumatismos Craneocerebrales/diagnóstico , Traumatismos Craneocerebrales/terapia , Conmoción Encefálica/diagnóstico , Conmoción Encefálica/epidemiología , Conmoción Encefálica/terapiaRESUMEN
Background: The use of a rubber dam is more important than ever in today's COVID-19 era to limit cross infections. In children, the placement of the metal clamp to retain the rubber dam is perceived to be painful and often requiring a local anesthetic injection. This dissuades many clinicians from placing the rubber dam. Hence, this study evaluated the pain response of children to a SoftClamp™ compared to the conventional metal clamp. Materials and Methods: This was a randomized controlled, equal allocation ratio, split-mouth clinical trial. Forty-two children aged between 8 and 12 years, having two permanent mandibular molars in need of sealants, were divided into Groups A and B (metal clamp and SoftClamp™, respectively). The pain response was recorded using both an objective and a subjective scale i.e., the Faces Legs Activity Cry Consolability (FLACC) scale and the Wong Baker Faces Pain Rating Scale (WBFPRS). The level of significance was set at 5% (P < 0.05). The pain response recorded from the WBFPRS and the FLACC scale for the metal and the SoftClamp™ were analyzed using the Wilcoxon signed rank test. The difference in pain response between genders and between two age groups (below and above 10 years of age) was analyzed using the Mann-Whitney U-test. Results: The children reported mild discomfort to clamp placement in both the scales. The P values for the FLACC and WBFPRS scores comparing the pain response to the metal and SoftClamp™ were 0.311 and 0.149, respectively. Conclusion: There was no significant difference in the pain response of children to both the clamps. Good rubber dam application practices in children through the use of behavior guidance and a proper topical anesthesia technique may play a far more important role regardless of the clamp used. But the SoftClamp™, with its more child friendly appearance could be a viable alternative to the metal clamp in children.
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Analytical spectroscopy methods have shown many possible uses for nuclear material diagnostics and measurements in recent studies. In particular, the application potential for various atomic spectroscopy techniques is uniquely diverse and generates interest across a wide range of nuclear science areas. Over the last decade, techniques such as laser-induced breakdown spectroscopy, Raman spectroscopy, and x-ray fluorescence spectroscopy have yielded considerable improvements in the diagnostic analysis of nuclear materials, especially with machine learning implementations. These techniques have been applied for analytical solutions to problems concerning nuclear forensics, nuclear fuel manufacturing, nuclear fuel quality control, and general diagnostic analysis of nuclear materials. The data yielded from atomic spectroscopy methods provide innovative solutions to problems surrounding the characterization of nuclear materials, particularly for compounds with complex chemistry. Implementing these optical spectroscopy techniques can provide comprehensive new insights into the chemical analysis of nuclear materials. In particular, recent advances coupling machine learning methods to the processing of atomic emission spectra have yielded novel, robust solutions for nuclear material characterization. This review paper will provide a summation of several of these recent advances and will discuss key experimental studies that have advanced the use of analytical atomic spectroscopy techniques as active tools for nuclear diagnostic measurements.
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ABSTRACT: The COVID-19 pandemic has created numerous challenges in all walks of life. One such challenge was the strain and subsequent effects on medical education, including the elimination of in-person learning opportunities. Consequently, in March of 2020, a nationwide Sports Medicine fellowship online education series was developed. Presentations were available for live and recorded viewing. Over the course of the 2020-2021 academic year, 38 presentations were offered, covering 45 topics. Live viewership totaled nearly 1600 through the year, while views of recorded lecture reached nearly 34,000. There was no statistical difference in the number of viewers for musculoskeletal versus nonmusculoskeletal topics in either the live (46.50 ± 35.37 vs. 43.38 ± 27.28 viewers, respectively; P = 0.77) or recorded formats (843.60 ± 337.66 vs 876.67 ± 624.70 viewers, respectively; P = 0.85). This article presents the novel approach to sports medicine education by the American Medical Society for Sports Medicine in the 2020-2021 academic year through the genesis the National Online Fellowship Education Program along with analyses of viewership data.
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COVID-19 , Educación a Distancia , Medicina Deportiva , Estados Unidos , Humanos , Curriculum , Becas , Pandemias , COVID-19/epidemiología , Medicina Deportiva/educaciónRESUMEN
BACKGROUND: While hepatitis A and B are well-known causes of acute liver failure (ALF), few well-documented cases of hepatitis C virus (HCV) infection (absent preexisting liver disease or other liver insults) have been described that result in ALF. We reviewed the Acute Liver Failure Study Group registry for evidence of HCV as a primary or contributing cause to ALF. METHODS: From January 1998 to January 2017, 2,332 patients with ALF (INR ≥ 1.5, any degree of hepatic encephalopathy) and 667 with acute liver injury (ALI; INR ≥ 2.0, no hepatic encephalopathy) were enrolled. Anti-HCV testing was done routinely, with confirmatory RT-PCR testing for HCV RNA where necessary. RESULTS: A total of 136 patients were anti-HCV-antibody positive, as follows: 56 HCV RNA negative, 65 HCV RNA positive, and 8 with no result nor sera available for testing. Only three subjects with ALI/ALF were determined to represent acute HCV infection. Case 1: 47-year-old female with morbid obesity (BMI 52.4) developed ALF and recovered, experiencing anti-HCV seroconversion. Case 2: 37-year-old female using cocaine presented with ALI and fully recovered. Case 3: 54-year-old female developed ALF requiring transplantation and was anti-HCV negative but viremic prior to transplant experiencing anti-HCV seroconversion thereafter. Among 1636 APAP overdose patients, the 52 with concomitant chronic HCV had higher 3-week mortality than the 1584 without HCV (31% vs 17%, p = 0.01). CONCLUSIONS: ALI/ALF solely related to acute hepatitis C infection is very rare. Chronic HCV infection, found in at least 65 (2.2%) of ALI/ALF patients studied, contributed to more severe outcomes in APAP ALI/ALF; ClinicalTrials.gov number, NCT000518440. Trial Registration ClinicalTrials.gov number NCT000518440.
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Encefalopatía Hepática , Hepatitis C , Fallo Hepático Agudo , Femenino , Humanos , Persona de Mediana Edad , Adulto , Hepatitis C/complicaciones , Fallo Hepático Agudo/diagnóstico , Fallo Hepático Agudo/etiología , América del Norte , Encefalopatía Hepática/etiología , Hepacivirus/genética , ARNRESUMEN
Aim: Multidose vials (MDVs) for local anesthetic injections are routinely used in dental practice. MDVs contain multiple doses of a parenteral drug intended for administration to the same or multiple patients. Potentially harmful microbes have been shown to be able to live and occasionally multiply in MDVs if not handled aseptically. The goal of this study thus was to evaluate the bacterial and fungal contamination (FC) of lignocaine MDVs after use in a dental hospital. Materials and methods: A total of 27 MDVs of lignocaine free of any microbial contamination were distributed to different departments of the dental hospital and they were asked to use them on patients routinely. The samples were recollected from the departments either at the end of the 28th day or as and when the contents in the MDVs reached a predetermined level marked on the bottle during its usage, whichever was earlier. These leftover samples were subjected to a microbiological investigation by inoculation into thioglycolate broth and subsequent subculturing onto agar plates. Results: None of the inoculated broths showed turbidity. Subcultured agar plates, even on the 7th day of incubation, did not show any bacterial or fungal growth. The lignocaine MDVs tested after use were thus found to be sterile. Conclusion: There was no bacterial or FC detected in MDVs of lignocaine subjected to testing after use in the dental hospital. Clinical significance: Multidose vials (MDVs) continue to be used in clinics for economic reasons. But the clinician opting for MDVs should be conscious of their potential for microbial contamination and should meticulously follow the protocol for their aseptic use. How to cite this article: Renu SM, Rao AP, Biranthabail D, et al. Screening for Microbial Contamination of Multi-dose Lignocaine Vials in a Dental Hospital: A Prospective Study. Int J Clin Pediatr Dent 2023;16(5):678-680.
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Background: Local anaesthesia is the backbone of pain management. However, the administration of a local anaesthetic injection itself is considered a painful procedure and triggers fear and anxiety in the patient. Methods: A split-mouth randomised controlled crossover trial was designed to study the efficacy of an "external cold and vibrating" device in reducing discomfort during the administration of an inferior alveolar nerve block (IANB) in children. A total of 40 children who fulfilled the inclusion criteria were evaluated for pain response following administration of IANB with and without the "external cold and vibrating" device. Randomisation was performed to determine whether the subject received the control intervention first or the test intervention first. The intensity of the pain response and discomfort were recorded using the Wong-Baker FACES Pain Rating Scale and the Faces Legs Activity Cry and Consolability scale. Results: There was a statistically significant difference in the pain response between the test group and the control group (p<0.001). Females reported a higher pain response than males, with a statistically significant difference, when the FLACC scores were compared. Conclusions: The "external cold and vibrating" device reduced discomfort during the administration of an IANB in children selected for the study.
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Anestésicos Locales , Boca , Niño , Femenino , Humanos , Masculino , Anestésicos Locales/efectos adversos , Estudios Cruzados , Nervio Mandibular , DolorRESUMEN
Online misinformation is believed to have contributed to vaccine hesitancy during the Covid-19 pandemic, highlighting concerns about social media's destabilizing role in public life. Previous research identified a link between political conservatism and sharing misinformation; however, it is not clear how partisanship affects how much misinformation people see online. As a result, we do not know whether partisanship drives exposure to misinformation or people selectively share misinformation despite being exposed to factual content. To address this question, we study Twitter discussions about the Covid-19 pandemic, classifying users along the political and factual spectrum based on the information sources they share. In addition, we quantify exposure through retweet interactions. We uncover partisan asymmetries in the exposure to misinformation: conservatives are more likely to see and share misinformation, and while users' connections expose them to ideologically congruent content, the interactions between political and factual dimensions create conditions for the highly polarized users-hardline conservatives and liberals-to amplify misinformation. Overall, however, misinformation receives less attention than factual content and political moderates, the bulk of users in our sample, help filter out misinformation. Identifying the extent of polarization and how political ideology exacerbates misinformation can help public health experts and policy makers improve their messaging.
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COVID-19 , Política , Medios de Comunicación Sociales , Comunicación , Humanos , Pandemias , Salud PúblicaRESUMEN
OBJECTIVES/HYPOTHESIS: Voice therapy is a mainstay treatment modality in the management of phonotrauma in singers. However, the typical duration of therapy an injured singer undergoes is unknown. The primary aims of the study were to determine (1) the number of therapy sessions preceding a decision for surgery and (2) the number of sessions and length of time to achieve improvement in singers who did not undergo surgery. Whether specific singer factors were associated with the length of therapy was also investigated. STUDY DESIGN: Retrospective. METHODS: Records of singers with phonotraumatic vocal fold lesions seen over a 9-year period at a tertiary care voice center were reviewed. RESULTS: Sixty singers who underwent surgery and 183 singers who did not undergo surgery were included in the final analysis. In nearly ¾ of the surgical patients, five or fewer voice therapy sessions were completed prior to the decision for surgery. Singers who did not undergo surgery required on average 3-4 sessions before noting improvement. Over 60% of the non-surgical singers improved within 3 months and 84% were judged to be improved by 6 months. Lesion type, professional/amateur status, formal voice training, and having a current voice teacher/coach were not associated with the length of voice therapy. CONCLUSIONS: The length of voice therapy prior to decision for surgery was limited, and so was the length of therapy leading to initial improvement in singers who did not require surgery. These findings provide a framework for voice therapy expectations and could be reassuring for this unique population.
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PURPOSE: The aim of the study was to compare the effect of a stress ball, an active distraction technique with audio-visual eyeglasses, a passive distraction technique during local anaesthesia administration, on dental anxiety (primary outcome), behaviour and pain levels of children (secondary outcomes). METHODS: In this randomised controlled parallel arm trial involving 123 children aged 8-12 years, who required dental treatment under inferior alveolar nerve block, children were randomly allocated into the following three groups: Group 1: Stress ball, Group 2: Audio-visual eyeglasses, Group 3: Control group (basic behaviour guidance without distraction). Dental anxiety was measured using modified child dental anxiety scale and pulse rate, behaviour was rated using Venham's scale and pain was measured by both self-reporting and observational scales. RESULTS: No significant difference between the groups was observed for dental anxiety, but a significant decrease was seen in dental anxiety scores within all groups. No significant differences were seen between the groups for behaviour ratings and pain scores. CONCLUSION: Use of active stress ball distraction or passive audio-visual eyeglasses during local anaesthesia administration decreased dental anxiety but did not result in a significant improvement in the dental anxiety, behaviour and pain levels when compared to basic behaviour guidance without distraction. CLINICAL TRIAL REGISTRATION: The clinical trial was registered at Clinical Trials Registry-India (CTRI Reg no: CTRI/2019/04/018768, Dated 24 April 2019).
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Anestesia Dental , Anestesia Local , Niño , Ansiedad al Tratamiento Odontológico/prevención & control , Humanos , Dolor/etiología , Dolor/prevención & control , Dimensión del DolorRESUMEN
This work investigates and applies machine learning paradigms seldom seen in analytical spectroscopy for quantification of gallium in cerium matrices via processing of laser-plasma spectra. Ensemble regressions, support vector machine regressions, Gaussian kernel regressions, and artificial neural network techniques are trained and tested on cerium-gallium pellet spectra. A thorough hyperparameter optimization experiment is conducted initially to determine the best design features for each model. The optimized models are evaluated for sensitivity and precision using the limit of detection (LoD) and root mean-squared error of prediction (RMSEP) metrics, respectively. Gaussian kernel regression yields the superlative predictive model with an RMSEP of 0.33% and an LoD of 0.015% for quantification of Ga in a Ce matrix. This study concludes that these machine learning methods could yield robust prediction models for rapid quality control analysis of plutonium alloys.