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Full-Text Articles in Medicine and Health Sciences

Neuropsychological Findings In Idiopathic Adult-Onset Epilepsy Case Study: Noorda Com Student Investigation, Jacob Warner, Michael Milius, Jordyn Huecker, Tiffany Nguyen, Luke Sanders, Joseph Harbold, Kennedy Madrid, Nicholas Curtis, Chase Taylor, James Barber, Jayne Stuter, Ethan Zaugg, Aaron Andrews, John A. Kriak, David W. Sant, Kyle B. Bills Feb 2024

Neuropsychological Findings In Idiopathic Adult-Onset Epilepsy Case Study: Noorda Com Student Investigation, Jacob Warner, Michael Milius, Jordyn Huecker, Tiffany Nguyen, Luke Sanders, Joseph Harbold, Kennedy Madrid, Nicholas Curtis, Chase Taylor, James Barber, Jayne Stuter, Ethan Zaugg, Aaron Andrews, John A. Kriak, David W. Sant, Kyle B. Bills

Annual Research Symposium

We report the case of a 25-year-old male patient with idiopathic adult-onset epilepsy. The patient presented with a chief complaint of recurrent seizures and no identifiable cause. These seizures were associated with a lack of extremity control, muscle spasms, and loss of cognitive function. His condition began while living in Thailand, where he experienced multiple environmental stressors including hostile living conditions and tense situations, approximately five years before being seen in the clinic. Over the past several years, the seizures have not ceased, and the patient now notes a loss or decrease of several special senses.


Piriformis Syndrome With A Variant Presentation, Roberto Chuapoco, Ryan E. Linford Feb 2024

Piriformis Syndrome With A Variant Presentation, Roberto Chuapoco, Ryan E. Linford

Annual Research Symposium

Piriformis syndrome has long been a diagnostic quandary due to its tendency to present as other nerve-related conditions. Piriformis syndrome is commonly caused by entrapment of the sciatic nerve as it travels through the greater sciatic foramen due to hypertrophy of the piriformis muscle. However, its constellation of symptoms, including radiating pain down the thigh, can easily be mistaken for lumbosacral radiculopathy. This case report aims to address the misdiagnosis of piriformis syndrome which has prolonged pain for many patients and increased the cost of medical care. It demonstrates a 76-year-old female with a confounding presentation of piriformis syndrome: buttock …


I-Prf : A Smart Cell Scaffold, Dr.Lochini Suriya Feb 2024

I-Prf : A Smart Cell Scaffold, Dr.Lochini Suriya

Annual Research Symposium

In regenerative dentistry, platelet rich plasma (PRP) has been used as a supra-physiological concentration of autologous growth factors capable of encouraging tissue regeneration. Despite this, there have been concerns raised about the use of anticoagulants, which are known to impair wound healing. In this work, a liquid formulation of platelet rich fibrin (PRF) called injectable-PRF (I-PRF) was studied without the need of anti-coagulants .


Diagnosing Acute Compartment Syndrome: A Surgical Emergency, Kallin J. Austin, Lara Laughrey, Marco Trevino, Eric Liou, Matthew Hazel, Brody Harn Feb 2024

Diagnosing Acute Compartment Syndrome: A Surgical Emergency, Kallin J. Austin, Lara Laughrey, Marco Trevino, Eric Liou, Matthew Hazel, Brody Harn

Annual Research Symposium

Determine best practices for diagnosing acute compartment syndrome in the lower limb by comparing the sensitivity and specificity of commonly use techniques.


Development Of A Protocol For Obtaining Biological Samples For Genetic Testing From Remote Individuals, Noah R. Schultz, Brandon J. Burger, Jacob Warner, Alfred Amendolara, Jameson Williams, Molly Henley, Layla Risdon, Alessandra Maisie Rivera, Amanda Page, Millicent Jiang, Denisse Castaneda, Garret Phillips, John A. Kriak, Kyle B. Bills, David W. Sant Feb 2024

Development Of A Protocol For Obtaining Biological Samples For Genetic Testing From Remote Individuals, Noah R. Schultz, Brandon J. Burger, Jacob Warner, Alfred Amendolara, Jameson Williams, Molly Henley, Layla Risdon, Alessandra Maisie Rivera, Amanda Page, Millicent Jiang, Denisse Castaneda, Garret Phillips, John A. Kriak, Kyle B. Bills, David W. Sant

Annual Research Symposium

Pharmacogenomic sequencing allows individuals to learn more about how they will respond to certain medications but requires shipping of a biological sample. One complication of sending biological samples to remote laboratories is stability. Blood generally yields sufficient quantities of high-quality DNA but requires a clinic visit. Saliva and buccal swabs are routinely used for DNA extractions, but the DNA quality is notoriously low due to the presence of bacteria in the mouth. Additionally, elderly individuals have difficulty producing enough saliva for testing, and the tubes contain several milliliters of liquid and shipping requires special considerations. Dried blood spot cards, which …


Dna Extraction Method Development For Solid Tissues, Ryan Powers, Noah R. Schultz, Brandon J. Burger, John Dougherty Jr., Ezenna Obilor, Alexander Ruiz, Corwin Frey, Nathaniel Hill, Lara Laughrey, Patrick Tanner Brain, Sara Mcmahon, Parker Feltner, Steven Tung, Daoud Sajady, Elden Jenkins, Julian Jarquin, Serin Baker, Aaron Andrews, John A. Kriak, Kyle B. Bills, David W. Sant Feb 2024

Dna Extraction Method Development For Solid Tissues, Ryan Powers, Noah R. Schultz, Brandon J. Burger, John Dougherty Jr., Ezenna Obilor, Alexander Ruiz, Corwin Frey, Nathaniel Hill, Lara Laughrey, Patrick Tanner Brain, Sara Mcmahon, Parker Feltner, Steven Tung, Daoud Sajady, Elden Jenkins, Julian Jarquin, Serin Baker, Aaron Andrews, John A. Kriak, Kyle B. Bills, David W. Sant

Annual Research Symposium

Although germline variation testing is traditionally performed using DNA obtained from blood or other liquid samples, determining somatic variation in cancer samples requires DNA extraction directly from tissues. Additionally, epigenetic markers, such as 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) are tissue-specific and change in selected disease states. However, several substances present in tissues are known to inhibit downstream reactions, including polymerase chain reaction PCR). For this project, we are assessing the quantity and quality of DNA obtained from extractions of various vital organs using 30 different commercially available DNA extraction kits to determine optimal kits for each tissue.


Investigating The Genetics Of Chronic Intractable Migraine With Reactive Hypoglycemia, C Yvonne Russell, Jacob Warner, Brandon J. Burger, Jordan Cutshall, Naeel Uddin, Patrick Tanner Brain, Alessandra Maisie Rivera, Braden Cunningham, Kailee Edwards, Katie Beechay, Luke Sanders, Zachary Ta, John A. Kriak, David W. Sant, Kyle B. Bills Feb 2024

Investigating The Genetics Of Chronic Intractable Migraine With Reactive Hypoglycemia, C Yvonne Russell, Jacob Warner, Brandon J. Burger, Jordan Cutshall, Naeel Uddin, Patrick Tanner Brain, Alessandra Maisie Rivera, Braden Cunningham, Kailee Edwards, Katie Beechay, Luke Sanders, Zachary Ta, John A. Kriak, David W. Sant, Kyle B. Bills

Annual Research Symposium

Migraines affect roughly 1-in-6 males and 1-in-5 females in the United States. Of these, approximately 5-30% experience intractable migraines, or migraines resistant to abortive treatments. Despite this large population, relatively little is known about intractable migraines compared to other types of migraines. Our recent work indicates that reactive hypoglycemia is common among these individuals. Additionally, empirical evidence suggests that individuals in families with chronic intractable migraines are more likely to have the same condition than people of the general population, suggesting a possible genetic link between both migraines and metabolic abnormalities. Previous Genome Wide Association Studies (GWAS) have found several …


Surface Modifications Of Orthodontic Bone Screws - A Novel Approach, Sai Kalyan Menta Dr, Ravi M. S Feb 2024

Surface Modifications Of Orthodontic Bone Screws - A Novel Approach, Sai Kalyan Menta Dr, Ravi M. S

Annual Research Symposium

Anchorage control plays a key role in the correction of malocclusion. With the advent of orthodontic bone screws, attaining absolute anchorage control has become hassle free. They have the advantages of low cost, simple surgical placement, and ease of removal; therefore, they are convenient in the treatment of various malocclusions. Although the clinical stability of bone screws is exceptionally high, stability of the bone screws is compromised by factors such as microbial contamination and morphological defects. To overcome this, surface modifications are introduced to enhance the stability of the bone screws.


The Transformative Potential Of Ligaplants In Replicating Natural Tooth Connections, Mohan Prasad, Mohan Muthu Kumar Feb 2024

The Transformative Potential Of Ligaplants In Replicating Natural Tooth Connections, Mohan Prasad, Mohan Muthu Kumar

Annual Research Symposium

Over the past decade, dental implants have become the gold standard in tooth replacement, with osseointegrated implants reigning supreme. However, these implants present certain limitations, notably the absence of the periodontal ligament (PDL). In response to this challenge, innovative periodontal ligament implants, known as ligaplants, have emerged. By combining tissue engineering principles with cutting-edge implant materials, ligaplants offer a promising alternative to traditional implants, showcasing superior biological performance and potentially extending prosthetic life.Dental implantology has witnessed a transformative shift over the last ten years, with osseointegrated implants dominating the landscape of tooth replacement. Despite their widespread adoption, these implants face …


Automated Micronuclei Detection In Exfoliated Oral Epithelial Cells Of Smokers Using Image Analysing Softwares, Mukul Saini, Sowmya Sv, Dominic Augustine, Sanjana Shetty, Saiprasad Alva Feb 2024

Automated Micronuclei Detection In Exfoliated Oral Epithelial Cells Of Smokers Using Image Analysing Softwares, Mukul Saini, Sowmya Sv, Dominic Augustine, Sanjana Shetty, Saiprasad Alva

Annual Research Symposium

Micronuclei assay yields an excellent path to monitor individuals or populations exposed to mutagenic, genotoxic or teratogenic events. Micronuclei are small nucleic structures formed due to the deposition of nuclear envelopes around lagging chromosomes that persist in the interphase. Mutagenic and carcinogenic compounds, such as polycyclic aromatic hydrocarbons and N-nitrosamines are believed to be responsible for the formation of micronuclei. Hence, micronuclei detection in exfoliated oral epithelial cells of smokers is a significant biomarker for genotoxicity and to identify cellular changes of biological importance to carcinogenesis. While studies have been conducted for the detection of micronuclei in smokers, they may …


Unlocking The Secrets Of Stem Cells In Orthodontics, Ravi M. S Feb 2024

Unlocking The Secrets Of Stem Cells In Orthodontics, Ravi M. S

Annual Research Symposium

Human Periodontal Ligament Stem Cells (hPDLSCs) have immense potential for use in tissue regeneration and angiogenesis. These cells are influenced by mechanical forces, particularly in orthodontic applications. Understanding how mechanical stress modulates stem cell behavior is essential for optimizing therapeutic strategies.


Evaluating The Effectiveness Of Mindfulness Meditation In Reducing Chronic Pain Among The Elderly: A Pilot Study, Rosly Joby Feb 2024

Evaluating The Effectiveness Of Mindfulness Meditation In Reducing Chronic Pain Among The Elderly: A Pilot Study, Rosly Joby

Annual Research Symposium

This study investigated the effectiveness of mindfulness meditation (MM)techniques in alleviating pain and enhancing well-being in the elderly. Given the prevalence of chronic pain in older adults, especially those in residential aged-care facilities, there is a growing need for effective non-pharmacological pain management strategies.


Investigating The Role Of Chaos In Minimizing Tumor Growth, Maxwell Geiger Feb 2024

Investigating The Role Of Chaos In Minimizing Tumor Growth, Maxwell Geiger

Annual Research Symposium

Chaos is a type of motion found in mathematical systems that is highly sensitive to initial conditions. While many biological systems described in literature have been analyzed for the presence of chaotic dynamics, there are still many that are yet to be discovered. The goal of this project is to reassess Itik and Banks’ discovery of chaotic behavior in their population dynamics model of cancer growth. Once chaotic behavior is confirmed, we want to investigate how chaos could possibly be controlled to minimize tumor growth and discover novel treatments for cancer patients.


A Pharmacist’S Central Role In Improving Hormonal Contraceptive Access, Aleese Smith, Urvi Patel, Alexandra Arledge, Josie Young, Erin Johanson Feb 2024

A Pharmacist’S Central Role In Improving Hormonal Contraceptive Access, Aleese Smith, Urvi Patel, Alexandra Arledge, Josie Young, Erin Johanson

Annual Research Symposium

In 2019, the roles of Utah pharmacists grew with the implementation of a statewide standing order allowing prescribing abilities for hormonal contraceptives. With the rates of unplanned pregnancies in Utah up to 1 in every 5; pharmacists have a new role in birth control distribution. Pharmacists and pharmacy interns across the state of Utah are able to prescribe self-administered hormonal contraceptive medications including: oral pills, vaginal insertion medications, and birth control patches. Pharmacists are entrusted with the responsibility to evaluate the patient and their needs to ensure all women receiving birth control are educated about the risks and side effects …


The National Status Of Pharmacists’ Ability To Prescribe Hormonal Contraceptives, Aleese Smith, Urvi Patel, Alexandra Arledge, Josie Young, Erin Johanson Feb 2024

The National Status Of Pharmacists’ Ability To Prescribe Hormonal Contraceptives, Aleese Smith, Urvi Patel, Alexandra Arledge, Josie Young, Erin Johanson

Annual Research Symposium

The scope of practice for pharmacists first expanded in California and Oregon with the ability to prescribe hormonal contraceptives to patients in their communities. Since 2016, over 33 states now allow for pharmacist prescribing of birth control in their pharmacy practice laws.

90% of Americans live within 5 miles of a retail pharmacy, making community pharmacies an accessible resource who may otherwise be unable to access contraceptives. The gap in care experienced by certain patient populations is now being filled by pharmacists with their ability to prescribe birth control.


Tobacco And Covid-19, Palak Srivastava, Palak Srivastava Feb 2024

Tobacco And Covid-19, Palak Srivastava, Palak Srivastava

Annual Research Symposium

The relationship between tobacco use and COVID-19 has been a subject of ongoing research. Evidence suggests that tobacco may contribute to an increased susceptibility to respiratory infections, potentially exacerbating the severity of COVID-19 symptoms.


Development Of A Curriculum For Osteoporosis Education In Rural Populations, Serin Baker, Hannah Berhow, Rebekah Hans, Emily Schwartz, Hunter Stutz, Mehruba Alam, Alizon Pachas, Darell Schmick, David Sant Phd, Erika Noonan Md Feb 2024

Development Of A Curriculum For Osteoporosis Education In Rural Populations, Serin Baker, Hannah Berhow, Rebekah Hans, Emily Schwartz, Hunter Stutz, Mehruba Alam, Alizon Pachas, Darell Schmick, David Sant Phd, Erika Noonan Md

Annual Research Symposium

Osteoporosis contributes to annual costs exceeding $10 billion in the U.S. due to hip fractures and is the primary cause of hospitalization among older women. Historically, geriatric populations have received inadequate education in navigating the U.S. medical system, emphasizing the importance of targeted education among the elderly. The study’s objective is to improve health literacy among the geriatric population in rural Utah by expanding their understanding of osteoporosis.


Substance Use Disorder (Sud)- The Impact Of Sud In Utah, Amber Escobedo Feb 2024

Substance Use Disorder (Sud)- The Impact Of Sud In Utah, Amber Escobedo

Annual Research Symposium

Substance use disorder (SUD) is a manageable mental disorder that causes affected individuals to lose control over their use of substances such as drugs or alcohol. The cost of this disorder leads to the loss of billions of dollars each year. The purpose of this study is to explore ways to minimize the cost SUD bring to Utah and the United States.


Birth Progression Monitoring Device, Erik Gardner, Jaryn Anderson, Alesia Larsen, Joseph Sherman, Marina Setelmayer, Hadley Thomas, Ben Merrell, Will Michelson, Preston Manwaring, Kim Manwaring Feb 2024

Birth Progression Monitoring Device, Erik Gardner, Jaryn Anderson, Alesia Larsen, Joseph Sherman, Marina Setelmayer, Hadley Thomas, Ben Merrell, Will Michelson, Preston Manwaring, Kim Manwaring

Annual Research Symposium

Over the last two decades, there has been an increase in the number of cesarian sections performed in the United States both planned and unplanned. To help reduce the rise in unplanned cesarian sections we have developed a device that will give physicians and other medical professionals more information about where the fetus is in the birth canal in real time. This current study aims to test the accuracy and usability of the prototype birth progression monitor on birth simulations.


Ligaplant: Recreating Natural From Artificial, Disha Kamavisdar Feb 2024

Ligaplant: Recreating Natural From Artificial, Disha Kamavisdar

Annual Research Symposium

Missing teeth can be substituted by the use of the dental implants. The most widely used implants in the current scenario are the osseointegrated implants with various shortcomings and the most prominent one is the lack of the periodontal ligament. To overcome this, implants with periodontal ligaments can be procured and this can be possible by the application of the tissue engineering concept along with suitable implant material.


Targeting Cyp51 In The Treatment Of Acanthamoeba Keratitis, Ashkan Hassani, Vineet Sadarangani, Brad Haubrich Feb 2024

Targeting Cyp51 In The Treatment Of Acanthamoeba Keratitis, Ashkan Hassani, Vineet Sadarangani, Brad Haubrich

Annual Research Symposium

Acanthamoeba castellanii causes a rare but serious ocular infection called Acanthamoeba keratitis. Risk factors for infection include contact with contaminated water and poor hygiene of contact lenses. The first-line treatment is comprised of a months-long schedule of antibiotics. However, in cases where pharmacological interventions fail to address the infection, surgery may be necessary, with the continued risk of potential vision loss. Consequently, new treatments are needed, whether new pharmacological agents or new combination therapies with current agents. As an aerobic parasite, Acanthamoeba synthesizes ergosterol as a cell membrane insert, and ergosterol biosynthesis inhibitors (EBIs), common in antifungal pharmaceuticals, could potentially …


Machine Learning For Child Oral Health: An Scoping Review, Sydnee Spector, Sam Schlaud Feb 2024

Machine Learning For Child Oral Health: An Scoping Review, Sydnee Spector, Sam Schlaud

Annual Research Symposium

Machine Learning (ML) has great potential to assist dental professionals with diagnosing and predicting outcomes of oral health. Tooth decay in children is the most common chronic childhood disease and it can be prevented by early detection. We aimed to provide a map of the current evidence on machine learning (ML) in child oral health and provide insight for future research.


Application Of In-Silico Computational Biology Strategies To Demonstrate Mechanism Of Oral Cancer Cell Death By Natural Peptide, Dr Dominic Augustine Feb 2024

Application Of In-Silico Computational Biology Strategies To Demonstrate Mechanism Of Oral Cancer Cell Death By Natural Peptide, Dr Dominic Augustine

Annual Research Symposium

This research work is designed to identify biomolecules from Earthworm Coelomic Fluid (ECF) of Eudrilus Eugeniae (EE) that can inhibit oral cancer cells from proliferating. The study aims to construct a homology model of the 18 kDa protein from ECF of EE (18-ECFP) with molecular dynamics simulation (MDS) to enable its molecular docking with pro-apoptotic caspase receptors with determination of binding energy scores. The study also evaluates the anti-cancer potential of 18-ECFP on SCC-9 cells in vitro by wet lab techniques.


Factors Leading To White Blood Cell Misidentification, Kirsten A. Van Dam, Ryan Cordner Feb 2024

Factors Leading To White Blood Cell Misidentification, Kirsten A. Van Dam, Ryan Cordner

Annual Research Symposium

A study done to understand what factors lead to the correct identification of white blood cells (WBCs), and what factors are misleading. Research was conducted through an online survey where respondents who are trained to read peripheral blood smears were shown pictures of white blood cells, asked to identify them, and provide their reasoning.


Distinguishing Leukemic Cells Using Fractal Chromatin Patterns And Machine Learning, Abigail Gordhamer, Paul Young, Ryan Cordner Feb 2024

Distinguishing Leukemic Cells Using Fractal Chromatin Patterns And Machine Learning, Abigail Gordhamer, Paul Young, Ryan Cordner

Annual Research Symposium

One of the most important tests in the clinical laboratory is the Complete Blood Count, which involves identifying the white blood cells in a patient’s blood. The respective counts of the different white blood cell types correlate with various states of health and disease, and are critical to diagnosing diseases such as leukemia. Leukemic cells are considered especially difficult to distinguish, and it is of the upmost importance that these cells are identified correctly. To aid in the process of leukemic cell identification, we quantified fractal patterns in the chromatin of white blood cells and used the data to identify …


Alginate Dressings- Revisiting The Past, Oshine Jha, Oshine Jha Feb 2024

Alginate Dressings- Revisiting The Past, Oshine Jha, Oshine Jha

Annual Research Symposium

Wound healing in simple terms is the healing of skin which involves various mechanisms. It is not dressings themselves that heal wounds, but the careful selection of appropriate dressings that provide the optimal wound-healing environment for the individual wound. Wound dressings are prepared from biopolymers, synthetic polymers and biomaterials.


Pathogenic Implications Of Candidal Species In Both Oral Cancer And Oral Potentially Malignant Disorders - A Review, Dr Dominic Augustine, Sowmya Sv, Kuntala Mondal Feb 2024

Pathogenic Implications Of Candidal Species In Both Oral Cancer And Oral Potentially Malignant Disorders - A Review, Dr Dominic Augustine, Sowmya Sv, Kuntala Mondal

Annual Research Symposium

Oral squamous cell carcinoma (OSCC) is the 6th most common cancer in worldwide. Cigarette smoking, alcohol consumption, and betel quid chewing are its major risk factors other factors that can lead to OSCC include excessive sun exposure, viral or fungal infection, poor nutrition, and poor oral hygiene. The carcinogenesis of OSCC occurs gradually and oral epithelial dysplasia is considered a potential histologic precursor of OSCC. Most OSCC cases are preceded by clinically evident oral potentially malignant disorders (OPMDs). The aim of this review is to correlate the association between Candida species and oral potentially malignant disorders and its possible mechanisms …


Immunohistochemical Expression Of Cyclin D1 In Dentigerous Cyst, Odontogenic Keratocyst And Unicystic Ameloblastoma- An In-Vitro Study, Kuntala Mondal, Sv Sowmya, Dominic Augustine Feb 2024

Immunohistochemical Expression Of Cyclin D1 In Dentigerous Cyst, Odontogenic Keratocyst And Unicystic Ameloblastoma- An In-Vitro Study, Kuntala Mondal, Sv Sowmya, Dominic Augustine

Annual Research Symposium

Cyclin D1, a G1 cyclin member, regulates the transition of the cell cycle from the G1 phase to the S phase. The uncontrolled and elevated expression of cyclin D1 has been associated with rapid growth, heightened proliferative activity and increased histologic aggressiveness. Unicystic ameloblastoma pertains to cystic lesions that present clinical, radiographic, or gross features akin to jaw cysts. Nevertheless, upon histological scrutiny, these lesions display a distinctive ameloblastomatous epithelium lining the cystic cavity, with or without luminal or mural proliferation. This cystic variant of tumor bears substantial resemblances to dentigerous cysts, and occasionally, both entities can become indistinguishable upon …


An Immunohistochemical Panel For The Accurate Differentiation Between Mucoepidermoid Carcinoma And Pleomorphic Adenoma, Kuntala Mondal, Sv Sowmya, Dominic Augustine Feb 2024

An Immunohistochemical Panel For The Accurate Differentiation Between Mucoepidermoid Carcinoma And Pleomorphic Adenoma, Kuntala Mondal, Sv Sowmya, Dominic Augustine

Annual Research Symposium

Salivary Gland Tumors (SGTs) are a diverse group of neoplasms, with a wide range of histological subtypes, some of which can exhibit overlapping features. Amongst this group of tumors, Pleomorphic Adenoma (PA) and Mucoepidermoid Carcinoma (MEC) stand out as prevalent entities originating from the salivary glands. The accurate differentiation between these two entities is crucial for treatment planning, as it influences decisions regarding the extent of surgical resection. Because of the overlapping histopathological features, it is difficult to differentiate these two lesions with the help of conventional Hematoxylin & Eosin (H& E). The evaluation of Immunohistochemical (IHC) markers holds pivotal …


Cheiloscopic Characteristics Detection And Pattern Classification By Machine Learning Technique, Dr Dominic Augustine, Sowmya Sv Feb 2024

Cheiloscopic Characteristics Detection And Pattern Classification By Machine Learning Technique, Dr Dominic Augustine, Sowmya Sv

Annual Research Symposium

Machine Learning (ML) is a field enhancing the rapid growth of technology. Though use of digital softwares for cheiloscopic investigations have been attempted with limited success, the use of ML based techniques are scarce and seldom have been employed in forensic odontology. The present study aimed to identify cheiloscopic patterns through machine learning based methods and to correlate the segmented patterns with age and gender of individuals.