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Medical Statistics

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Medical Statistics is a branch of statistics that applies statistical methods to analyze and interpret data related to health, medicine, and clinical research. It encompasses the design of studies, data collection, and the application of statistical techniques to draw valid conclusions about health outcomes and treatment effects.
lightbulbAbout this topic
Medical Statistics is a branch of statistics that applies statistical methods to analyze and interpret data related to health, medicine, and clinical research. It encompasses the design of studies, data collection, and the application of statistical techniques to draw valid conclusions about health outcomes and treatment effects.

Key research themes

1. How does the integration of biostatistics education and training impact medical professionals’ competency and research quality?

This research area focuses on evaluating the current status of biostatistics knowledge among medical students, physicians, and teaching faculty, exploring the gaps between familiarity and practical competency, attitudes towards statistics, and the role of enhanced biostatistics education to improve medical research quality and evidence-based practice. It matters because physicians are primary consumers of medical research and need statistical literacy to critically appraise and conduct research, thereby influencing clinical decision-making and healthcare outcomes.

Key finding: This study of 918 Peruvian medical students revealed that 56.46% had insufficient biostatistics knowledge, with statistically significant associations between insufficient knowledge and factors such as older age, academic... Read more
Key finding: Surveying 167 medical faculty members, this study documented generally fragile familiarity with statistical methods due to poor mathematical background yet acknowledged the importance of statistics in research. While many... Read more
Key finding: Through a comprehensive questionnaire of Italian medical schools and clinical teachers, this study found wide heterogeneity in the coverage of medical statistics topics, with frequent neglect of advanced clinical epidemiology... Read more
Key finding: Drawing from decades of experience at AIIMS New Delhi, this editorial highlights the pivotal role of biostatistics in high-quality medical research and education, emphasizing that mere curricular inclusion is inadequate... Read more

2. What are the methodological challenges and applications of nonparametric and regression statistical models in medical research?

This research theme centers on statistical modeling techniques beyond standard parametric methods, with focus on nonparametric approaches like the Wilcoxon signed-rank test adapted for data uncertainty, and advanced regression models suited for diverse medical data types. Understanding these methodologies is crucial for correctly analyzing complex, skewed, or incomplete medical data, improving inference validity, and enabling accurate prediction and decision-making in clinical and epidemiological research.

Key finding: This paper developed a neutrosophic extension of the classical Wilcoxon signed-rank test to handle interval-valued and uncertain data common in medical settings. Applied to diabetes pre- and post-treatment data, the... Read more
Key finding: This tutorial comprehensively presented a range of regression models (linear, logistic, Poisson, Cox, quantile, and advanced penalized regressions), detailing their assumptions, computational nuances, and medical... Read more
Key finding: By comparing Kernel and K-Nearest Neighbor nonparametric functional regression models with two semi-metrics, this study found that the K-Nearest Neighbor approach showed superior prediction accuracy (lower mean square error)... Read more

3. What are the practical considerations and statistical methods in diagnostic medicine for evaluating test accuracy and predictive performance?

This theme investigates the statistical foundations essential for diagnostic medicine, including measures like sensitivity, specificity, likelihood ratios, predictive values, and ROC analysis. Understanding these parameters and their confidence intervals is critical for assessing diagnostic test validity, guiding clinical interpretation, and ensuring reliable sample size calculations, with direct impact on improving diagnosis and patient outcomes.

Key finding: This tutorial detailed the statistical methods for assessing diagnostic test validity using procalcitonin as an example biomarker for sepsis. It demonstrated computation of sensitivity (44%) and specificity (74%) with... Read more

All papers in Medical Statistics

espanolEn la presente investigacion se propone una nueva metodologia para la construccion de indicadores sinteticos de sostenibilidad, de forma que se tengan en cuenta las necesidades y aspiraciones de todos los implicados en el... more
Originating in China, the Coronavirus has reached the world at different speeds and levels of strength. This paper provides some initial understanding of some driving factors and their consequences. Since transmission requires people, the... more
The aim of this study was to assess the relationship between self-image in eating disorders and age, duration and severity of the disorder, comorbidity, depressiveness and self-evaluation of eating problems. The results of the Offer... more
Башкуев В. Ю. НЕТРИВИАЛЬНЫЙ ПОДХОД, ИЛИ КАК ВРАЧИ-БОЛЬШЕВИКИ ЛЕЧИЛИ КОРОЛЕЙ. СОВЕТСКАЯ МЕДИЦИНА НА АРАВИЙСКОМ ПОЛУОСТРОВЕ В 1920-1930-е ГОДЫ ФГБУН «Институт монголоведения, буддологии и тибетологии Сибирского отделения Российской академии... more
This work outlines the role played in Italy by statisticians, together with medical doctors, to draw politicians' attention to the population healthcare to further encourage national development. This topic becomes particularly relevant... more
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
This study proposes a Bayesian joint model with extended random effects structure that incorporates nested repeated measures and provides simultaneous inference on treatment effects over time and drop-out patterns. The proposed model... more
The authors concluded that infliximab was the most effective treatment for moderate to severe psoriasis, followed by ustekinumab, adalimumab, etanercept and efalizumab. The review was generally well conducted. Only short-term outcomes... more
The article presents design of historical study of the Russian pharmaceutical market, setting timeline in the nineties-the time of formation of social and cultural characteristics of this phenomenon. At the same time, the authors return... more
Ο στατιστικολόγος Francis Anscombe, το 1973, παρήγαγε 4 διαφορετικά σύνολα δεδομένων, που όμως είχαν σχεδόν πανομοιότυπα στατιστικά χαρακτηριστικά. Τα 4 αυτά σύνολα δεδομένων, κατόπιν τα τοποθέτησε σε άξονες x και y , όπου παρά την... more
Disease risk prediction tools are used for population screening and to guide clinical care. They identify which individuals have particularly elevated risk of disease. The development of a new risk prediction tool involves several... more
Introduction: According to global health estimates from the World Health Organization (WHO) injuries represent 8% of world deaths. There are systematic reviews that relate lactate and mortality in trauma patients but do not focus on... more
Introduction: Noise-induced hearing loss has been implicated in the genesis of several chronic conditions; however, its behavior concerning hypertension still raises doubts about it. Objective: to determine the association between hearing... more
Δεν υπάρχει αμφιβολία ότι πλήθος επιστημονικών εργασιών στην Ιατρική, δεν είναι δυνατόν να αναπαραχθούν, αν και το ακριβές ποσοστό ποικίλλει ανάλογα με την ερευνητική προσέγγιση όπως αναφέρει ο J. Ioannidis [1]. Τα αίτια του φαινομένου... more
Many investigations have shown that artemisinin-based combination therapies are effective in the treatment of uncomplicated malaria and that they do not increase parasite resistance to treatment as much as treatment with single substance.... more
Background: A review of the health behavior literature on the statistical modeling of days of physical activity (PA) indicates that in many instances linear regression models have been used. It is inappropriate statistically to model a... more
H Buys, MB ChB (Zim), LRCP LRCS (Edinburgh and Glasgow), MRCP (UK), FCPaed (SA)
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
Major Depressive Disorder (MDD) is a major public health problem in Nigeria and has severely devastating effects on the elderly. Previous studies on MDD among elderly Nigerians have utilized cross sectional designs which are descriptive... more
The authors explain the source peculiarity of medical statistics in Russia between the eighteenth and first half of the nineteenth centuries and identify the possibilities and limitations of its use for studying social history and the... more
Background It is still difficult to prevent partial or full-thickness flap necrosis. In this study, the effects of a cream containing menthol and methyl salicylate on the viability of randompattern skin flaps were studied. Methods Forty... more
Estadística Descriptiva e Inferencial, Ejercicios y Soluciones es un manual que condensa años de experiencia docente en cursos de grado y posgrado en estadística, ofreciendo un enfoque claro y estructurado para estudiantes, profesionales... more
Human subjects research is a cornerstone of scientific advancement in medicine and public health. It is a rigorously regulated process requiring adherence to ethical standards and methodological precision. This paper explores the... more
espanolLa construccion de indicadores sint´eticos basados en el criterio del beneficio de la duda se caracterizan por determinar de manera endogena el vector de ponderaciones con el que se agregaran los indicadores individuales. El... more
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
Background: Physical activity brings improvements in the quality of life in all individuals, disabled and non-disabled. There is little evidence in the literature of inclusive physical activity in which disabled and non-disabled people... more
Background: The risk of falls is a major cause of disability in older adults. A single fall, for the elderly, increases the risk of frequent falls and often causes an increased fear of falling again, which can become debilitating.... more
Statistics plays a pivotal role in healthcare by guiding decision-making, enhancing research methodologies, and improving patient outcomes. This paper explores the fundamental aspects of statistics, its applications in biostatistics, and... more
Introduction: Despite the growing awareness of the importance of knowledge in biostatistics, many investigations worldwide have found that medical students have a poor understanding of it. Objective: To determine the percentage of... more
The population surviving to old age in sub-Saharan Africa (SSA) is increasing rapidly in consonance with the rest of the world. Nevertheless, the sub-region offers unique challenges to survival across the lifespan. The determinants of... more
We already showed the superiority of imputation of missing data (via Multivariable Imputation via Chained Equations (MICE) method) over exclusion of them; however, the methodology of MICE is complicated. Furthermore, easier imputation... more
Introduction: Imputation of missing data and selection of appropriate risk function are of importance . Sometimes a variable with continuous nature will be offered to the regression model as an ordinal variable. Our aim is to investigate... more
Having investigated the combined use of arutimol and travatan the authors of the article came to the conclusion that now it is the most effective way of hypotensive therapy in the patients with the primary open-angle glaucoma allowing to... more
For prophylaxis of sudden death tactics of management depends on mutual efforts of patient and doctor,
correct situation assessment, right reading of ECG and rendering of the aid by choice preparations.
This paper presents a discussion on the mathematical properties of the inverse Burr distribution. The application of the distribution was subjected to two-lifetime data sets and some measures of goodness-of-fit such as the Akaike... more
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
A well-known nonparametric alternative to a student t-test is the Wilcoxon signed-rank test from the library of classical statistic tests. The test is frequently used in decision-making situations when it is necessary to compare the means... more
La cirugía meniscal es uno de los procedimientos más frecuentes en el campo de la cirugía ortopédica. Sin embargo, los efectos negativos en términos de estabilidad, función y desgaste a largo plazo que conlleva la falta de masa meniscal... more
Objectives: Hospital-based surveillance of influenza and acute respiratory infections relies on International Classification of Diseases (ICD) codes and hospital laboratory reports (Standard-of-Care). It is unclear how many cases are... more
Background: Administrative healthcare databases are widely present in Italy. Our aim was to describe the current state of healthcare databases validity in terms of discharge diagnoses (according to the International Classification of... more
Passive smoking is now firmly established as a significant cause of morbidity and mortality. Assessment of young adults’ perceptions, understanding and knowledge of the health effects of passive smoking may promote educational endeavours... more
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
This paper studies a spatial competition game between two rms that sell a homogeneous good at some predetermined xed price. A population of consumers is spread out over the real line, and the two rms simultaneously choose location in this... more
Background-The fifth Millennium Development Goal (MDG 5) established the goal of a 75% reduction in the maternal mortality ratio (MMR; number of maternal deaths per 100 000 livebirths) between 1990 and 2015. We aimed to measure levels and... more
The present study was designed to assess and compare parenting stress and family burden in mothers of children with disabilities and children without disability. For this purpose, a multi group design was adopted which consisted of five... more
In medical research, frequently other important determinants, correlated with the key treatment variable, are omitted from the analysis. This omission yields biased and inconsistent estimates. For example, leaving out correlated (with,... more
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