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Articles 28321 - 28350 of 1791766
Full-Text Articles in Entire DC Network
Association Of Chronic Kidney Disease With In-Hospital Mortality Of Cardiogenic Shock Patients Undergoing Veno-Arterial Extracorporeal Membrane Oxygenation, Mounika Reddy Vadiyala, Jeffy Varghese, Giorgi Chilingarashvili, Vibhor Ahluwalia, Sakshi Sharma, Syed Mohammad Moosi Raza, Harsh Sura, Adhvithi Pingili, Rupak Desai
Association Of Chronic Kidney Disease With In-Hospital Mortality Of Cardiogenic Shock Patients Undergoing Veno-Arterial Extracorporeal Membrane Oxygenation, Mounika Reddy Vadiyala, Jeffy Varghese, Giorgi Chilingarashvili, Vibhor Ahluwalia, Sakshi Sharma, Syed Mohammad Moosi Raza, Harsh Sura, Adhvithi Pingili, Rupak Desai
2020-Current year OA Pubs
BACKGROUND: Veno-arterial extracorporeal membrane oxygenation (VA-ECMO) improves survival in patients with cardiogenic shock (CS), but data on chronic kidney disease (CKD) as a predictor of mortality in these patients is limited.
AIM: To assess the association between CKD and in-hospital mortality in CS patients undergoing VA-ECMO through a systematic review and meta-analysis.
METHODS: We reviewed studies up to February 2024 that evaluated CKD's impact on in-hospital mortality in CS patients treated with extracorporeal membrane oxygenation. Databases included PubMed, Google Scholar, EMBASE, and Scopus. A random-effects model was used to calculate the pooled unadjusted odds ratio,
RESULTS: Thirteen studies, involving 12185 …
Qualitative Versus Quantitative Analysis Of Entheses: Using An Ordinal Scale And 3d Scanned Metrics To Understand Entheseal Differences In The Charity Hospital Cemetery (16or108), Gillian Stewart
LSU Master's Theses
Using a sample from New Orleans’ Charity Hospital Cemetery (16OR108), an analysis between ordinal scores and digital quantitative analysis (DQA) measurements of the entheses (muscle attachment sites) was performed. The skeletal elements (n = 235) examined were the humerus, radius, femur, and tibia. The entheses were 3D scanned using an Artec Space Spider scanner and processed with the Artec Studio Professional© v.2018 and Geomagic Wrap® v.2021 software. Entheses were analyzed by: left and right sides, male and female, and distribution of scores across elements. The analyses yielded significant differences between proliferative and erosive score distribution. Scores between elements exhibited variation. …
The Impact Of The Two-Way Immersion Model On Hispanic Pre-Service And In-Service Teachers’ Understanding Of Curriculum Implementation In Early Childhood Field Placements, Omar J. Vigo
LSU Doctoral Dissertations
ABSTRACT
Dual language education, also known as Two-Way Immersion (TWI), is a teaching method that puts native English speakers and native speakers of another language in the same classroom. This helps both groups become bilingual and biliterate (Christian, 1996; Lindholm-Leary, 2001). The TWI approach highlights several benefits, including bilingualism and biliteracy, academic achievement, cross-cultural competence, cognitive improvements, and equity and accessibility (Lindholm-Leary, 2001). Research on the TWI model in adults is limited, although it has demonstrated effectiveness in supporting Hispanic teacher candidates, unlike studies conducted in primary education. This demonstrates that the TWI methodology benefits students (Van Booven, 2012). This …
A Grounded Theory Study Of Parent Social Support For Peer-Victimized Children, Madeline Glawe
A Grounded Theory Study Of Parent Social Support For Peer-Victimized Children, Madeline Glawe
Dissertations (1934 -)
Peer-victimization/bullying (PVB) is a common adverse childhood experience associated with significant psychosocial consequences including mental health concerns (e.g., internalizing problems, anxiety, depression), behavioral problems, and poorer academic outcomes. Although existing research has established that parental social support serves as a protective factor for victimized children, little research has explored how parents provide support over time, how their internal experiences shape their provision of support, and how parents make decisions about the support they are delivering. This dissertation used Constructivist Grounded Theory to explore the process through which parents provided social support to children experiencing PVB. Semi-structured interviews were conducted with …
A Hemorheological Perspective On Coronary Microvascular Dysfunction: Association Of Erythrocyte Parameters With Angiography-Derived Coronary Microcirculatory Resistance, Abdulrahman Alqazzaz, Yanfeng Lu, Jasmine Bao, Gary S. Mintz, Jiahao Feng, Yong Zhang, Shanshan Gao, Qiang Song, Feifei Ning, Hytham H. Al-Samawi, Mohsen Al-Manj, Mohammed Al-Asadi, Xin Huang, Ning Guo
A Hemorheological Perspective On Coronary Microvascular Dysfunction: Association Of Erythrocyte Parameters With Angiography-Derived Coronary Microcirculatory Resistance, Abdulrahman Alqazzaz, Yanfeng Lu, Jasmine Bao, Gary S. Mintz, Jiahao Feng, Yong Zhang, Shanshan Gao, Qiang Song, Feifei Ning, Hytham H. Al-Samawi, Mohsen Al-Manj, Mohammed Al-Asadi, Xin Huang, Ning Guo
Student Papers, Posters & Projects
BACKGROUND: Coronary microvascular dysfunction (CMD) contributes to myocardial ischemia in patients both without obstructive coronary artery disease (e.g., MINOCA/INOCA) and in those with co-existing epicardial stenosis. While its etiology includes structural and functional causes. hematologic parameters have been linked to cardiovascular outcomes. However, the relationship between red blood cell (RBC) markers and microvascular resistance remains poorly characterized. We aim to evaluate whether RBC parameters are correlated with the angiography-derived index of microcirculatory resistance (angio-IMR).
METHODS: This retrospective study evaluated the association between red blood cell (RBC) parameters and angio-IMR in patients with intermediate coronary artery disease (30%-70% stenosis). Data were …
Peirce's Pragmatism As An Entry Into Sr: Goodson, Peirce, And Sr, David O'Hara
Peirce's Pragmatism As An Entry Into Sr: Goodson, Peirce, And Sr, David O'Hara
Journal of Scriptural Reasoning
No abstract provided.
"A Right Spirit Within Us": Coleridge And Hardy On Sr, Ben Quash
"A Right Spirit Within Us": Coleridge And Hardy On Sr, Ben Quash
Journal of Scriptural Reasoning
No abstract provided.
Friendship In Scriptural Reasoning: Reframing Goodson's "Relational Dynamics", Jim Fodor
Friendship In Scriptural Reasoning: Reframing Goodson's "Relational Dynamics", Jim Fodor
Journal of Scriptural Reasoning
No abstract provided.
A Scoping Review Of Gender-Based Violence Interventions Conducted In Afghanistan, Wahiba Abu-Ras, Basil H. Aboul-Enein, Patricia J. Kelly, Dilshod Achilov
A Scoping Review Of Gender-Based Violence Interventions Conducted In Afghanistan, Wahiba Abu-Ras, Basil H. Aboul-Enein, Patricia J. Kelly, Dilshod Achilov
College of Nursing Faculty Papers & Presentations
BACKGROUND: Gender-based violence (GBV) remains one of the most pervasive human rights and public health challenges worldwide, with disproportionate impacts on women and girls in conflict-affected and fragile states. Afghanistan represents one of the most restrictive environments for women's rights, where structural, cultural, and political barriers severely limit the implementation and evaluation of GBV-prevention programs. This scoping review aims to identify and critically appraise GBV prevention and response interventions implemented in Afghanistan and assess their contribution to advancing gender and health equity.
METHODS: Following PRISMA-ScR guidelines and the PICOS framework, nine databases were systematically searched for studies published between 2010 …
Bridging The Gap In Women's Healthcare — The Homoeopathic Perspective And Evidence Base, Subhash Kaushik
Bridging The Gap In Women's Healthcare — The Homoeopathic Perspective And Evidence Base, Subhash Kaushik
Indian Journal of Research in Homoeopathy
NA
Efficacy Of Individualised Homoeopathic Medicines As An Adjunct To Conventional Iron And Folic-Acid Supplementation In Iron Deficiency Anaemia Among Reproductive-Aged Women: Single-Blind, Randomised, Placebo-Controlled Trial, Avidipta Hazra, Tanmay Sarkar, Debarsi Das, Rakesh Ghosh, Chandrani Ghosh
Efficacy Of Individualised Homoeopathic Medicines As An Adjunct To Conventional Iron And Folic-Acid Supplementation In Iron Deficiency Anaemia Among Reproductive-Aged Women: Single-Blind, Randomised, Placebo-Controlled Trial, Avidipta Hazra, Tanmay Sarkar, Debarsi Das, Rakesh Ghosh, Chandrani Ghosh
Indian Journal of Research in Homoeopathy
Background: Iron deficiency anaemia (IDA) is a major public health concern affecting women of reproductive age globally. If left untreated, it can cause various health issues including fatigue, shortness of breath, abnormal heart rhythms, chest pain, and complications during pregnancy. Objectives: To evaluate the efficacy of individualised homoeopathic medicines (IHMs) with iron and folic acid supplement (IFS) in treatment of iron deficiency among reproductive-aged women, in comparison with placebos with IFS. Methods: Single-blind, randomised, placebo-controlled clinical trial was conducted over total six months at the outpatient-department, of which participants received interventions and outcome assessments for three months. Reproductive women (15–49 …
Investigation Of Molecular Footprints In Ultra-High Diluted Homoeopathic Solutions Of Arnica Montana And Rhus Toxicodendron Through Combined Infrared And Impedance Spectroscopy, Sharbadeb Kundu, Usha Rani Dash, Chirasree Roychaudhuri, Aindrila Roy, Sanatan Chattopadhyay, Rathin Chakravarty, Debadatta Nayak, Subhash Kaushik, Amit Roy Chowdhury, Ananya Barui, Subhadip Chakraborty
Investigation Of Molecular Footprints In Ultra-High Diluted Homoeopathic Solutions Of Arnica Montana And Rhus Toxicodendron Through Combined Infrared And Impedance Spectroscopy, Sharbadeb Kundu, Usha Rani Dash, Chirasree Roychaudhuri, Aindrila Roy, Sanatan Chattopadhyay, Rathin Chakravarty, Debadatta Nayak, Subhash Kaushik, Amit Roy Chowdhury, Ananya Barui, Subhadip Chakraborty
Indian Journal of Research in Homoeopathy
Background: The study of ultra-high diluted (UHD) solutions is a compelling and controversial domain in modern science. Despite numerous investigations and hypotheses, there is a lack of rigorous, reproducible empirical evidence supporting the existence of molecular footprints beyond the Avogadro's limit. Objective: This study conducted a detailed investigation of the molecular and electrical properties, focusing on hydrogen bonding and impedance to understand the fundamental nature of UHD solutions. Materials and methods: Combined impedance and infrared spectroscopic investigations were performed to probe the structural behaviour of relevant water networks at the molecular level of UHD alcoholic extract of Arnica montana (AM) …
Mitochondria-Mediated Apoptotic Induction By Chionanthus Virginica Q: A Cytotoxic And Oxidative Stress-Driven Approach In Hepg2 Hepatocellular Carcinoma Cells, Arun R. Nair, Venkateshan Hariram, Vettrivel Arul
Mitochondria-Mediated Apoptotic Induction By Chionanthus Virginica Q: A Cytotoxic And Oxidative Stress-Driven Approach In Hepg2 Hepatocellular Carcinoma Cells, Arun R. Nair, Venkateshan Hariram, Vettrivel Arul
Indian Journal of Research in Homoeopathy
Background: Hepatocellular carcinoma (HCC) is a leading cause of cancer-related deaths worldwide, with current therapeutic options limited by late-stage detection, recurrence, and toxicity. Alternative treatments derived from medicinal plants are gaining attention due to their potential anticancer properties. Chionanthus virginica, traditionally used for liver disorders, contains bioactive compounds with hepatoprotective and antioxidant effects. However, its anticancer potential remains largely unexplored. Objective: This study evaluates the antioxidant, cytotoxic, and apoptotic effects of Chionanthus virginica in mother tincture (Q) and potentised (12C) forms on HepG2 liver cancer cells to determine its efficacy as a natural anticancer agent. Materials and methods: HepG2 …
Non-Invasive Treatment For Indolent Chronic Venous Ulcer Using Individualised Homoeopathy: An Evidence-Based Case Series, Vinitha Edavattath Ramanan, Geethu Kp
Non-Invasive Treatment For Indolent Chronic Venous Ulcer Using Individualised Homoeopathy: An Evidence-Based Case Series, Vinitha Edavattath Ramanan, Geethu Kp
Indian Journal of Research in Homoeopathy
Background: Venous ulcers account for 60–70% of all leg ulcers. They are irregular ulcers with sloping edges mainly seen above the medial malleolus associated with oedema, lipodermatosclerosis and hemosiderosis. Conventional medicine mentions chronic venous ulcers as a surgical disease. It usually results in further co-morbidities and reduces the patient's quality of life. Homoeopathic literature describes many medicines for the treatment of varicose ulcers. This case series demonstrates the role of homoeopathic treatment in the complete healing of venous ulcers non-invasively. Case Summary: This is a case series of five patients suffering from chronic venous ulcers resistant to conventional external medications …
Panic Disorder Treated With Individualised Homoeopathic Medicines: A Case Series, Hima Bindu Ponnam, Gr Kiranmayee Rompicherla
Panic Disorder Treated With Individualised Homoeopathic Medicines: A Case Series, Hima Bindu Ponnam, Gr Kiranmayee Rompicherla
Indian Journal of Research in Homoeopathy
Introduction: Panic disorder is one category of generalised anxiety disorder that is commonly reported in a majority of the outpatient departments of primary care hospitals, especially in the COVID-19 post-pandemic era. Although its prevalence is lower compared to other anxiety disorders, panic disorder remains a serious concern, as it often leads to cardiorespiratory emergencies; therefore, prompt recognition and timely management are crucial. Since the first-line pharmacological interventions of modern medicine are expensive and associated with certain undesirable side effects, the homoeopathic system of medicine appears to be a safer and more economical alternative in such cases. Keeping this in view, …
Homoeopathy During One Hundred Years Of Lmhi (1925–2025) – Part 2: Historical Perspectives* (Continued From Part 1, Published In The Last Issue)1, Josef M. Schmidt
Homoeopathy During One Hundred Years Of Lmhi (1925–2025) – Part 2: Historical Perspectives* (Continued From Part 1, Published In The Last Issue)1, Josef M. Schmidt
Indian Journal of Research in Homoeopathy
Taking Hahnemann in his entirety, as a paradigmatic example of a true homoeopath, as a sound basis for a proper understanding of Homoeopathy, the ``scientific-critical'' school of homoeopaths seems to miss one constitutive part of Homoeopathy: its spiritual embedment into a greater frame of thinking and feeling. In fact, the greatest successes of Homoeopathy, in terms of popularisation, institutionalisation and implementation into social and cultural practice, were achieved in countries and periods open towards spiritual dimensions. This was the case in North America at the end of the 19th century, when James Tyler Kent propagated a Hahnemannian Homoeopathy inspired …
Screening Of Antiurolithiatic Activity Of Different Formulations Of Homoeopathic Medicines Using Calcium Oxalate Crystallisation Assay, Loganathan G, Satesh T
Screening Of Antiurolithiatic Activity Of Different Formulations Of Homoeopathic Medicines Using Calcium Oxalate Crystallisation Assay, Loganathan G, Satesh T
Indian Journal of Research in Homoeopathy
Background: Homoeopathic medicines such as Aerva lanata, Hydrangea arborescens, Berberis vulgaris, and Sarsaparilla are commonly used to treat kidney stones. Scientific research is needed to understand their effects on calcium oxalate crystallisation, a key factor in urolithiasis. Objective: The study evaluated the in vitro effects of Aerva Lanata, Hydrangea Arborescens, Berberis Vulgaris, and Sarsaparilla in Q, 6C, and 30C potencies on calcium oxalate crystallisation. It aimed to identify which potency had the strongest inhibitory effect compared to Ethanol (90%). Methods: Calcium oxalate (CaOx) crystals were synthesised by mixing calcium chloride and sodium oxalate, then cooled to 37°C to achieve a …
Capacity Building In Biorisk Management And Field Epidemiology: Proceedings Of A Biosafety And Outbreak Simulation Training Programme, Muralidharan Menon Arjun, Jain Vij Shruti, Panaparambil Azis Suhana, Gopinathan Pillai Sreekanth, Sudheesh N, Anup Jayaram, Prasad Varamballi, K. C. Muraleedharan, Sunil S. Ramteke, Subhash Kaushik, Chiranjay Mukhopadhyay
Capacity Building In Biorisk Management And Field Epidemiology: Proceedings Of A Biosafety And Outbreak Simulation Training Programme, Muralidharan Menon Arjun, Jain Vij Shruti, Panaparambil Azis Suhana, Gopinathan Pillai Sreekanth, Sudheesh N, Anup Jayaram, Prasad Varamballi, K. C. Muraleedharan, Sunil S. Ramteke, Subhash Kaushik, Chiranjay Mukhopadhyay
Indian Journal of Research in Homoeopathy
The Biosafety and Outbreak Simulation Training 2025, held from 6–10 October 2025 at Manipal, Karnataka, India, brought together thirty homoeopathic doctors from 14 states to strengthen national preparedness for infectious disease threats. Organised by the Manipal Institute of Virology (MIV) under Manipal Academy of Higher Education (MAHE) in collaboration with the Central Council for Research in Homoeopathy (CCRH), the workshop integrated theoretical sessions, hands-on training on sample transportation, and a comprehensive outbreak simulation exercise. Core modules spanned biorisk management, biosafety and biosecurity, biomedical waste management, incident response, epidemiological investigation, and sample transport in accordance with International Air Transport Association …
Research Highlights, Meenu Gupta, Sunaina Shanker
Research Highlights, Meenu Gupta, Sunaina Shanker
Indian Journal of Research in Homoeopathy
NA
Fundamental Research Principles In Homoeopathy: Bridging Empirical And Clinical Evidence, Himanshu Shekhar, Parth Aphale, Shashank Dokania
Fundamental Research Principles In Homoeopathy: Bridging Empirical And Clinical Evidence, Himanshu Shekhar, Parth Aphale, Shashank Dokania
Indian Journal of Research in Homoeopathy
Letter to Editor
Documents From The March 25, 2026 Meeting Of The Associated Students Of The University Of Montana (Asum), University Of Montana -- Missoula. Associated Students
Documents From The March 25, 2026 Meeting Of The Associated Students Of The University Of Montana (Asum), University Of Montana -- Missoula. Associated Students
Senate Meeting Agendas and Minutes, 2007-Present
Agenda and meeting minutes from the March 25, 2026 meetings of the Associated Students of the University of Montana (ASUM).
The Parthenon, March 25, 2026, Baylee Parsons, Kaitlyn Fleming, Abby Ayes, Ella Hatfield, Davina Synder, Scott Price, Trista Honaker
The Parthenon, March 25, 2026, Baylee Parsons, Kaitlyn Fleming, Abby Ayes, Ella Hatfield, Davina Synder, Scott Price, Trista Honaker
The Parthenon
No abstract provided.
Scarcity Rewritten: Revenue Tracking As A Catalyst For Growth Mindset And Financial Control, Christian M. Pearson
Scarcity Rewritten: Revenue Tracking As A Catalyst For Growth Mindset And Financial Control, Christian M. Pearson
Undergraduate Honors Theses
While revenue tracking is a widely recognized “best practice” for businesses in developed economies, it is far from a universal practice. In Cambodia and other emerging markets, many small business owners do not track revenue or expenses, which may limit their ability to make sound financial decisions and reinforce psychological responses consistent with chronic resource scarcity. This article examines the effects of a business support intervention in which Cambodian business owners participated in an 8-week program designed to help them calculate profits by tracking revenue, variable costs, and fixed costs. Findings from a randomized field experiment show that business owners …
Homoeopathic Management Of Mania With Psychotic Symptoms-A Case Report, R. Bhuvaneswari, Sakthivel V
Homoeopathic Management Of Mania With Psychotic Symptoms-A Case Report, R. Bhuvaneswari, Sakthivel V
Indian Journal of Research in Homoeopathy
Introduction: Manic episode (ICD-F30.2) is typically characterised by distinct period of abnormally and persistently elevated, expansive, or irritable mood, along with abnormally and persistently increased goal-directed activity or energy, lasting at least 1 week and causing significant disruption in occupational and social functioning. The lifetime risk of experiencing manic episodes is approximately 0.8–1%. These episodes typically recur in three to four-month cycles. This case report aims to highlight significance of individualised homoeopathic treatment in managing mania with psychotic symptoms over a 41-month period without relapse, and without the use of conventional medication. Case Summary: An 18-year-old female was brought …
Holistic Approach Of Homoeopathy In Treatment Of Multimorbidity: A Case Report, Divya Verma, Nitin Kumar Saklani, Arun Kumar
Holistic Approach Of Homoeopathy In Treatment Of Multimorbidity: A Case Report, Divya Verma, Nitin Kumar Saklani, Arun Kumar
Indian Journal of Research in Homoeopathy
Introduction: Multimorbidity, a rise in all ages, is a challenge for health care systems that are focused on single-disease management. Homoeopathy has shown competence in the management of chronic diseases, whether they occur as a single ailment or as multimorbidities. Case Summary: A 25-year-old female suffering from symptoms of PCOS, like irregular menses, secondary dysmenorrhea and secondary amenorrhea, along with chronic migraine visited the OPD. She also developed renal calculi during the previous homoeopathic treatment. Her condition improved through homoeopathic medicines Pulsatilla and Lycopodium. The case is reported according to HOM-CASE guidelines. The assessment of causal attribution of homoeopathic …
Acknowledgement To Our Reviewers (2025)
Indian Standard For Alfalfa (Medicago Sativa L.), Kumar Vivekanand, Daisy Katarmal, Indra Gaurav Saxena, Binit Dwivedi, Divya Taneja, Shrishti Dixit, Raj Kumar Manchanda
Indian Standard For Alfalfa (Medicago Sativa L.), Kumar Vivekanand, Daisy Katarmal, Indra Gaurav Saxena, Binit Dwivedi, Divya Taneja, Shrishti Dixit, Raj Kumar Manchanda
Indian Journal of Research in Homoeopathy
Traditional systems of medicine remain integral to global healthcare, yet variability in herbal raw materials has long challenged their scientific validation and regulatory acceptance. Differences in environmental conditions, harvesting, processing and formulation techniques significantly influence the herb's phytochemical composition, potency, and therapeutic outcomes. Standardisation is therefore essential to ensure safety, efficacy, reproducibility, and regulatory credibility. In this context, the Bureau of Indian Standards (BIS) has developed Indian Standards for medicinal plants and homoeopathic preparations. This article presents an overview of IS 18978:2024, Alfalfa (Medicago sativa L.) for Use in Traditional Medicine—Specification, and IS 19135:2025, Alfalfa Hydro-alcoholic Extract for Use …
Standardizing Data-Sharing And Communication Procedures Among Healthcare Providers To Enhance Disaster Response, Bahaeldin Mahmoud
Standardizing Data-Sharing And Communication Procedures Among Healthcare Providers To Enhance Disaster Response, Bahaeldin Mahmoud
Walden Dissertations and Doctoral Studies
Effective data sharing during disasters remains an unresolved administrative challenge for acute care hospitals, as fragmented communication directly affects patient safety and impacts vulnerable populations. This study identified gaps in hospitals' alignment with the Emergency Management Conditions of Participation standards. This integrative review applied a Complex Adaptive Systems conceptual framework to analyze the interdependent technological, governance, and human factors that cause systemic failures. The purpose of the review was to determine actionable administrative strategies that enhance data-sharing resilience. The guiding question examined barriers to standardized data sharing and communication in disaster preparedness and the approaches to address them. The methodology …
Elementary Administrators’ Use Of Positive Behavioral Interventions And Supports As A School Reform Model For Discipline, Rashida Patrecé Lee
Elementary Administrators’ Use Of Positive Behavioral Interventions And Supports As A School Reform Model For Discipline, Rashida Patrecé Lee
Walden Dissertations and Doctoral Studies
The problem that was addressed through this study was that elementary administrators struggle to implement the positive behavioral interventions and supports (PBIS) framework as a school reform model for discipline at a Southern school district (SSD). Grounded in Bandura’s theory on social learning, the purpose of this qualitative study was to explore elementary administrators’ perceptions of their successes, challenges, and recommendations for using the PBIS framework as a school reform model for discipline in the SSD. For this basic qualitative design, semistructured interviews were conducted with 12 administrators that implemented the PBIS framework in their schools. Through thematic analysis using …
Generative Models And Synthetic Data In Clinical Prediction Models, Anthony A. Mangino, Taha Ahmed, Vincent L. Sorrell
Generative Models And Synthetic Data In Clinical Prediction Models, Anthony A. Mangino, Taha Ahmed, Vincent L. Sorrell
Radiology Faculty Publications
Introduction: Reproducibility, consistency, and transparency are essential to responsible and ethical scientific inquiry, though practices supporting these qualities are often neglected. However, in many cases data are confidential or otherwise unable to be shared publicly. This tutorial describes a method utilizing generative adversarial networks (GANs) to create synthetic data that are sufficiently similar to the original dataset in such cases where the source data cannot be shared or where the source data are too sparse as to internally validate results. Methods: Utilizing an exemplar study that aimed to create a clinical prediction model employing a novel echocardiographic measurement to differentiate …