Big Data and Its Applications

In times when everything is online, one thing which is common in every application is the use of data. Data is being generated every second, when applications are generating exponentially larger data sets every second it’s the big data which comes into effect. The major objective of this paper is to state the meaning of big data, figure out various ways as how to digest this data. Further this paper will also focus on the applications of Big Data in multiple segments: Finance, Banking and Securities and  Health Care Sector

Efficacy of chlorhexidine, hydrogen peroxide and tulsi extract mouthwash in reducing halitosis using spectrophotometric analysis : a randomized controlled trial

To evaluate the efficacy of tulsi extract mouthrinse in reducing halitosis as compared to chlorhexidine and hydrogen peroxide mouthrinses using spectrophotometric analysis. It was a parallel, single center, double blinded randomized controlled trial of 15 days duration. A total of 300 participants were screened, out of which 45 subjects those fulfilled inclusion criteria of age range 17-35 years were included in the trial. The participants were randomly provided with tulsi, hydrogen peroxide or chlorhexidine mouthwashes (control group) to use 10 ml twice daily for 15 days. Clinical measurements were taken at baseline and 15 days using arbitrary 0-5 scale for organoleptic odor assessments, spectrophotometric analysis for Volatile Sulphide Compounds (VSCs) from saliva samples, Löe & Silness gingival index and Silness & Löe plaque index. After intervention, organoleptic, VSCs, gingival and plaque scores showed statistically significant decrease in all the three study groups. The mean percentage reduction in VSC and organoleptic scores was significantly greater in chlorhexidine and hydrogen peroxide groups than in the tulsi group and the mean percentage reduction in plaque and gingival scores was significantly greater in chlorhexidine group than in hydrogen peroxide and tulsi group. Tulsi may not have the efficacy of chlorhexidine and hydrogen peroxide mouthrinses. But, Tulsi is effective in reducing halitosis, plaque and gingivitis and with its lack of side effects & cost effectiveness, can be an effective & economic tool to deal with halitosis. The spectrophotometric technique appears to be a promising method for evaluation of oral malodor

Clinical performance of light-cured orthodontic adhesives for bonding brackets – an in-vitro study. [version 1; peer review: 1 approved, 2 approved with reservations]

Background The dental profession is seeing a constant influx of new adhesive systems from manufacturers, each claiming to be more dependable than the last. This study assessed the bond strength and adhesive remnants of different light-cured adhesives used for bonding metal brackets to teeth. Methods 80 extracted maxillary premolars with the sound crown structure were acid etched and bonded with brackets on their buccal surfaces utilizing primer and light-cured adhesives into four equal groups, which are Transbond XT, Heliosit, Enlight, and Bracepaste. Shear bond strength (SBS) for de-bonding the brackets were evaluated with Instron- testing machine after 48 hours. The de-bonded samples’ adhesive remnant index (ARI) scores were also measured. Results The maximum mean SBS was found for Transbond XT (12.91 ± 2.0 MPa), followed by Bracepaste (12.87 ± 1.59 MPa), Enlight (11.77 ± 1.87 MPa), and lowest for Heliosit (10.93 ± 1.71 MPa). According to the four point scale, adhesive remnant index (ARI), Transbond XT has the least adhesive residue left on the tooth, followed by Heliosit. Enlight and Bracepaste have a similar distribution of adhesive, with both having a maximum amount left. Conclusion It can be inferred that all groups involved demonstrated a satisfactory level of bond strength from a clinical perspective. Transbond XT is the preferred orthodontic adhesive over the other three adhesives due to its superior SBS and ARI properties

Deep Learning Based Wheat Crop Yield Prediction Model in Punjab Region of North India

Crop yield prediction is an important aspect of agriculture. The timely and accurate crop yield predictions can be of great help for policy makers and farmers in planning and decision making. Generally, statistical models are employed to predict the crop yield which is time consuming and tedious. Emerging trends of deep learning and machine learning has come up as a major breakthrough in the arena. Deep learning models have the inherent ability to perform feature extraction in large dataset thus more suitable for predictions. In this paper, a deep learning-based Recurrent Neural Network (RNN) model is employed to predict wheat crop yield of northern region of India. The present study also employed LSTM to unravel the vanishing gradient problem inherent in RNN model. Experiments were conducted using 43 years benchmark dataset and proposed model results were compared with three machine learning models. Evidently, the results obtained from RNN-LSTM model(RMSE: 147.12,MAE: 60.50), Artificial Neural Network(RMSE: 732.14,MAE: 623.13), Random Forest (RMSE: 540.88, MAE: 449.36) and Multivariate Linear Regression (RMSE: 915.64,MAE: 796.07), proved the efficacy of model. Also, predicted crop yield values were found to be more close to true values for RNN-LSTM model proving efficiency of the proposed work

Effect of oil gum massage therapy on common pathogenic oral microorganisms - A randomized controlled trial

Objectives: (i) To assess reduction in Streptococcus mutans and Lactobacillus species count in saliva sample after ten minutes of oil gum massage therapy (massage of gingival tissues) per day for three weeks with sesame oil, olive oil, and coconut oil in three different groups of subjects. (ii) To compare the efficacy between three different oils and the "gold standard" chlorhexidine gel. (iii) To assess reduction in gingival scores and plaque scores of study subjects. Materials and Methods: Study design - Single center, parallel design, and triple blind randomized clinical study with four treatment groups. Participants: 32 of the 40 study subjects working as housekeeping personnel at Kasturba Hospital, Manipal; aged 18-55 years completed the three-week study period. Interventions: Subjects were randomly assigned to massage their gingiva everyday for three weeks with sesame oil, olive oil, coconut oil (tests), and Chlorhexidine gel (control). Oral health status and paraffin stimulated saliva samples were obtained at baseline and after three weeks of oil gum massage therapy. Outcome measures: Microbial culture, plaque index, and gingival index. Statistical analysis: Paired t test and Kruskal Wallis test. Results: There was a significant reduction in mean Streptococcus mutans count, Lactobacillus count, plaque scores, and gingival scores in all four groups after the study. However, there was no significant difference found in percentage reduction of these variables between the four groups. Conclusion: These oils can be used as valuable preventive agents in maintaining and improving oral health in low socioeconomic status population. However, it is recommended that further research should be conducted in other populations with a larger sample and longer duration of follow-up period

Risk Perception and Preparedness of Undergraduate Dental Students to Treat Patients in View of COVID-19 Pandemic: A Questionnaire Survey

With the gradual resumption of dental services worldwide, it is crucial to focus on returning dental undergraduates to their clinical postings. The assessment of foreseeable concerns from a student’s point of view will help the dental schools tailor a comprehensive plan of action that would be in the best interest of everyone. Aim. Hence, this survey was planned to assess dental undergraduates’ risk perception and preparedness to provide patient care amidst the COVID-19 pandemic crisis. Material and Methods. It was an online survey carried out among students involved in clinical work at two dental colleges in Manipal and Mangalore, respectively, in Karnataka, India. The online questionnaire was sent to approximately 500 students, with responses from 301 students. The survey comprised 21 closed-ended questions about demographics, risk perception, and preparedness. The descriptive statistics were done on the data. Results. It was found that all the students (99.7%) perceived COVID-19 to be dangerous, and 73.4% chose to avoid treating those patients suspected to have an active COVID-19 infection. The fear of being infected was perceived by 55.1% of students, while 46.2% feared transmitting the infection to friends and family. A majority (87.7%) believed standard infection controls practiced prior to the pandemic were insufficient to work in the current scenario. Nearly 33.6% could not view the guidelines for dental procedures during the pandemic. A majority (87.7%) were not/little confident, and 61.7% were unsure/unprepared to manage suspected patients. Conclusion. It is the prime need of the hour for dental schools to instill self-reliance within students in managing patient care under these circumstances by strictly reinforcing the official protective care guidelines

Severity and clinical consequences of untreated dental caries using PUFA index among schoolchildren in Udupi Taluk, India

Background: Data on dental decay using the Decayed, Missing, Filled teeth (DMFT/dmft) index provides information on caries and treatment experiences only, but fails to give information on clinical consequences of untreated dental caries. Aim: The aim of the study was to determine the prevalence and clinical consequences of untreated dental caries using Pulp, Ulceration, Fistula, Abscess (PUFA) index among schoolchildren. Materials and Methods: A cross-sectional survey of 957 schoolchildren, aged 6–15 years in Udupi taluk was conducted. Caries experience was evaluated according to World Health Organization (WHO) criteria, 1997 (DMFT/dmft index) and clinical consequences of untreated dental caries by PUFA/pufa index. Results: The results showed that 77.3% of 6–10 years old children had caries (mean dmft score: 3.30 ± 2.9, mean DMFT score: 0.26 ± 0.7), 47.3% showed clinical consequences of untreated caries (mean pufa score: 1.30 ± 1.9, mean PUFA score: 0.03 ± 0.2) and 26.8% reported pain. In 11–15 years old children, 55.6% had caries (mean dmft score: 0.36 ± 0.9, mean DMFT score: 1.04 ± 1.4), 18% showed prevalence of pulpal involvement (mean pufa score: 0.15 ± 0.5, mean PUFA score: 0.14 ± 0.4) and 11.6% reported pain. Statistical analysis revealed a strong relation between DMFT/dmft and PUFA/pufa in both age groups. Conclusion: The present study revealed negligence in the dental treatment of children resulting in pulpal involvement. This index is a valuable measurement tool to record clinical consequences of untreated dental caries

The impact of lifestyles on the periodontal health of adults in Udupi district: A cross sectional study

Objectives: (1) To assess the impact of different lifestyle factors on periodontal health of adults. (2) To assess the impact of overall/combined lifestyle variable (calculated by health practice index [HPI]) on periodontal health of adults. Materials and Methods: A cross-sectional study consisting of a structured questionnaire on HPI, oral health-related behavior, and personal habits as well as sociodemographic variables was conducted on 800 subjects aged 20–50 years attending dental outreach set-ups of Manipal College of Dental Sciences, Manipal. Clinical examination for periodontal status was done by recording loss of attachment scores using community periodontal index (FDI/WHO-1982). Statistical analysis was done by bivariate analysis using Chi-square followed by multivariate analysis to obtain adjusted odds ratio with 95% confidence interval. Results: After adjusting for all the confounding variables in multivariate logistic regression analysis, the variables that showed an independent association with periodontitis were age, location, marital status, smoking, hours of sleep per night, physical activity, and overall poor lifestyles. Conclusion: Our results support studying a combined approach using various lifestyle behaviors for controlling chronic periodontitis. Necessary public health action on conditions which determine unhealthy lifestyle behaviors across population is needed which is possible by patient's involvement in self-care by promoting healthy lifestyles

Prosthetic treatment need and associated life course determinants in partially edentulous adults of age 18–35 years in Udupi taluk: A cross-sectional study

Aim: The aims of this study were to assess the prevalence of use and need for dental prostheses and to associate need with the life course determinants in young adults of age 18–35 years in Udupi taluk, Karnataka, India. Materials and Methods: It was a cross-sectional survey conducted on a total of 580 individuals those attended dental screening camps organized at random locations. A self-administered questionnaire was administered to participants to assess their life course determinants such as socioeconomic, behavioral, and psychological circumstances followed by an oral examination to assess their prosthetic status (WHO, 1997). Bivariate analysis followed by multivariate logistic regression analysis was carried out to determine the adjusted odds ratios (ORs) with 95% confidence interval (CI) for independent variables and the outcome. Results: The need and use of dental prostheses was observed in 38% and 2.2% of young adults, respectively. Adjusted multivariable analysis revealed that life course determinants such as parental rearing style (OR = 7.66 [95% CI: 3.88–15.14]) and interaction between expenditure at 10 years of age and economic hardships at 10 years of age (OR = 9.63 [95% CI: 3.12–29.72] and OR = 6.43 [95% CI: 1.89–21.88]) were significantly associated with the need for prostheses. Conclusion: The need for dental prostheses in the young adults can be related to socioeconomic and psychosocial circumstances during childhood, and thus the concept of life course approach has been highlighted