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Applications of statistics to medicine and the health sciences
Medical statistics (also health statistics) deals with applications of statistics to medicine and the health sciences, including epidemiology, public
Medical_statistics
Study of collection and analysis of data
processing Jurimetrics (law) Medical statistics Political science Psychological statistics Reliability engineering Social statistics Statistical mechanics In
Statistics
Application of statistical techniques to biological systems
and the interpretation of the results. It is closely related to medical statistics. Biostatistical modeling forms an important part of numerous modern
Biostatistics
Value that appears most often in a set of data
In statistics, the mode is the value that appears most often in a set of data values. If X is a discrete random variable, the mode is the value x at which
Mode_(statistics)
Statistical method
aggregating Bootstrapping Empirical likelihood Imputation (statistics) Reliability (statistics) Reproducibility Resampling Horowitz JL (2019). "Bootstrap
Bootstrapping_(statistics)
Statistical model validation technique
features that are deemed truly informative. A recent development in medical statistics is its use in meta-analysis. It forms the basis of the validation
Cross-validation_(statistics)
Statistical measure of a binary classification
medicine and statistics, sensitivity and specificity mathematically describe the accuracy of a test that reports the presence or absence of a medical condition
Sensitivity_and_specificity
Type of statistics
while descriptive statistics (in the mass noun sense) is the process of using and analysing those statistics. Descriptive statistics is distinguished from
Descriptive_statistics
Rule in statistics
in duration or statistical power. The rule of three applies well beyond medical research, to any trial done n times. If 300 parachutes are randomly tested
Rule_of_three_(statistics)
Term in statistical hypothesis testing
In frequentist statistics, power is the probability of detecting an effect (i.e. rejecting the null hypothesis) given that some prespecified effect actually
Power_(statistics)
Simultaneous observation and analysis of more than one outcome variable
Multivariate statistics is a subdivision of statistics encompassing the simultaneous observation and analysis of more than one outcome variable, i.e.
Multivariate_statistics
Concept in inferential statistics
PMID 24739678. S2CID 10961123. Altman, Douglas G. (1999). Practical Statistics for Medical Research. New York, USA: Chapman & Hall/CRC. pp. 167. ISBN 978-0-412-27630-9
Statistical_significance
Number of occurrences in an experiment or study
In statistics, the frequency or absolute frequency of an event i {\displaystyle i} is the number n i {\displaystyle n_{i}} of times the observation has
Frequency_(statistics)
Statistical distribution for dependence between random variables
In probability theory and statistics, a copula is a multivariate cumulative distribution function for which the marginal probability distribution of each
Copula_(statistics)
Selection of data points in statistics
In statistics, quality assurance, and survey methodology, sampling is the selection of a subset of individuals from within a statistical population to
Sampling_(statistics)
Branch of statistics
Mathematical statistics is the application of probability theory and other mathematical concepts to statistics, as opposed to techniques for collecting
Mathematical_statistics
Family of statistical methods based on sampling of available data
In statistics, resampling is the creation of new samples based on one observed sample. Resampling methods are: Permutation tests (also re-randomization
Resampling_(statistics)
Unit of information
values that conveys information, describing the quantity, quality, fact, statistics, other basic units of meaning, or simply sequences of symbols that may
Data
Phase of clinical research in medicine
Conducting Clinical Trials – An overview. International Journal of Statistics and Medical Informatics. 2019. ISBN 978-1-0964-8908-5. "For Patients: Informed
Clinical_trial
Tendency to misinterpret statistical experiments involving conditional probabilities
This paradox is often illustrated using scenarios from the fields of medical statistics or biostatistics, as in the original description of the problem by
Berkson's_paradox
Statistical relationship
In statistics, correlation is a type of statistical relationship between two random variables or bivariate data. It usually refers to the extent to which
Correlation
Number of values in the final calculation of a statistic that are free to vary
In statistics, the number of degrees of freedom is the number of values in the final calculation of a statistic that are free to vary. Estimates of statistical
Degrees of freedom (statistics)
Degrees_of_freedom_(statistics)
now called Bayes' theorem and applied it to celestial mechanics, medical statistics, reliability, and jurisprudence. When insufficient knowledge was available
History_of_statistics
Design of experiments to collect similar contexts together
squares Hyper-Graeco-Latin square designs Mathematics portal Algebraic statistics Block design Combinatorial design Generalized randomized block design
Blocking_(statistics)
Statistical property
(2005-10-15). "Standard deviations and standard errors". BMJ: British Medical Journal. 331 (7521): 903. doi:10.1136/bmj.331.7521.903. ISSN 0959-8138
Standard_error
Data visualization
the agreement between two different assays. It was popularised in medical statistics by J. Martin Bland and Douglas G. Altman. In other fields, it is also
Bland–Altman_plot
How many standard deviations apart from the mean an observed datum is
In statistics, the standard score or z-score is the number of standard deviations by which the value of a raw score (i.e., an observed value or data point)
Standard_score
Type of statistics
Robust statistics are statistics that maintain their properties even if the underlying distributional assumptions are incorrect. Robust statistical methods
Robust_statistics
Statistical measure of association
In statistics, Cramér's V (sometimes referred to as Cramér's phi and denoted as φc) is a measure of association between two nominal variables, giving a
Cramér's_V
These terms and concepts are used in the mathematical sciences of statistics and probability, their sub-disciplines, and related fields. For additional
Glossary of probability and statistics
Glossary_of_probability_and_statistics
Number taken as representative of a list of numbers
means (or "measures of central tendency") in mathematics, especially in statistics. Each attempts to summarize or typify a given group of data, illustrating
Average
Quality measure of a statistical method
In statistics, efficiency is a measure of quality of an estimator, of an experimental design, or of a hypothesis testing procedure. Essentially, a more
Efficiency_(statistics)
Statistical method
radiation dose response effects: an example of over-matching". British Medical Journal. 325 (7359): 327–330. doi:10.1136/bmj.325.7359.327. PMC 1123834
Matching_(statistics)
Medical condition
Acute leukemia or acute leukaemia is a family of serious medical conditions relating to an original diagnosis of leukemia. In most cases, these can be
Acute_leukemia
Scale attenuation effect in statistics
variability in the data gathered on one variable may reduce the power of statistics on correlations between that variable and another variable. In the various
Ceiling_effect_(statistics)
Causal or moderating relationship between statistical variables
In statistics, an interaction may arise when considering the relationship among three or more variables, and describes a situation in which the effect
Interaction_(statistics)
Government organization
toxicology, reproduction, immuno-haematology, oncology, medical statistics, etc. Its 6 regional medical research centres focus on regional health problems
Indian Council of Medical Research
Indian_Council_of_Medical_Research
Measure of poverty of small areas
"Socio-Economic Indexes for Areas (SEIFA)". Australian Bureau of Statistics. 27 March 2018. Statistics Canada publishes the Canadian Index of Multiple Deprivation
Deprivation_index
Statistical measure of how far values spread from their average
In probability theory and statistics, variance is a measure of dispersion, meaning it is a measure of how far a set of numbers are spread out from their
Variance
Likelihood ratios used for assessing the value of performing a diagnostic test
40% + 15% = 55%, which is within 2% of the exact probability of 57%). A medical example is the likelihood that a given test result would be expected in
Likelihood ratios in diagnostic testing
Likelihood_ratios_in_diagnostic_testing
Process of using data analysis for predicting population data from sample data
from a larger population. Inferential statistics can be contrasted with descriptive statistics. Descriptive statistics is solely concerned with properties
Statistical_inference
Condition in which the value of a measurement or observation is only partially known
In statistics, censoring is a condition in which the value of a measurement or observation is only partially known. For example, suppose a study is conducted
Censoring_(statistics)
Medical tourism in India is a growing sector within the country's economy. In 2022, India's medical tourism sector was estimated to be worth US$9 billion
Medical_tourism_in_India
Function of the observed sample results
agricultural and medical research. London, England.{{cite book}}: CS1 maint: location missing publisher (link) Stigler SM (1986). The history of statistics: the measurement
P-value
Function that measures dissimilarity between two probability distributions
d p {\displaystyle dp} from p {\displaystyle p} . In applications to statistics, the manifold M {\displaystyle M} is typically the space of parameters
Divergence_(statistics)
Statistics concept
In statistics and optimization, errors and residuals are two closely related and easily confused measures of the deviation of an observed value of an element
Errors_and_residuals
Statistic quantifying the association between two events
1 does not establish that B causes A, or that A causes B. Two similar statistics that are often used to quantify associations are the relative risk (RR)
Odds_ratio
Set of statistical processes for estimating the relationships among variables
Procedures of Statistics with Special Reference to the Biological Sciences., McGraw Hill, 1960, page 288. Rouaud, Mathieu (2013). Probability, Statistics and Estimation
Regression_analysis
Measure of association used in epidemiology
mostly used in the statistical analysis of the data of ecological, cohort, medical and intervention studies, to estimate the strength of the association between
Relative_risk
Concept in statistics
In descriptive statistics, the range of a set of data is the size or width of the narrowest interval which contains all the data. It is calculated as the
Range_(statistics)
Data transformation of statistics into rank
In statistics, ranking is the data transformation in which numerical or ordinal values are replaced by their rank when the data are sorted. For example
Ranking_(statistics)
British epidemiologist and medical statistician
chemistry, and a master's in medical statistics from LSHTM. He worked in statistics and computing at the London Hospital Medical College for 25 years, leaving
Stephen Evans (pharmacoepidemiologist)
Stephen_Evans_(pharmacoepidemiologist)
Statistic measuring inter-rater agreement for categorical items
the traditional 2 × 2 confusion matrix employed in machine learning and statistics to evaluate binary classifications, the Cohen's Kappa formula can be written
Cohen's_kappa
Middle quantile of a data set or probability distribution
median. For this reason, the median is of central importance in robust statistics. Median is a 2-quantile; it is the value that partitions a set into two
Median
Statistics published by government agencies
Official statistics are statistics published by government agencies or other public bodies such as international organizations as a public good. They
Official_statistics
Range to estimate an unknown parameter
hdl:2440/15206. Altman, Douglas G. (1991). "Statistics in medical journals: Developments in the 1980s". Statistics in Medicine. 10 (12): 1897–1913. doi:10
Confidence_interval
Principle that variation can be better estimated with nonvarying repetition of conditions
In engineering, science, and statistics, replication is the process of repeating a study or experiment under the same or similar conditions. It is a crucial
Replication_(statistics)
Estimator for quality of a statistical model
formulated it. It now forms the basis of a paradigm for the foundations of statistics and is also widely used for statistical inference. Suppose that we have
Akaike_information_criterion
and Medical Statistics of the Great War. London: Reprinted by Battery Press (1997) ISBN 978-0-89839-263-0 p. 12 Casualties and Medical Statistics of the
World_War_I_casualties
Overview of and topical guide to statistics
following outline is provided as an overview of and topical guide to statistics: Statistics is a field of inquiry that studies the collection, analysis, interpretation
Outline_of_statistics
Statistics concept
In statistics and regression analysis, moderation (also known as effect modification) occurs when the relationship between two variables depends on a third
Moderation_(statistics)
Sampling from a population which can be partitioned into subpopulations
In statistics, stratified sampling is a method of sampling from a population which can be partitioned into subpopulations. In statistical surveys, when
Stratified_sampling
Complete set of items that share at least one property in common
In statistics, a population is a set of similar items which is of interest for some question or experiment. A statistical population can be a group of
Statistical_population
British epidemiologist (1807–1883)
was a British epidemiologist, regarded as one of the founders of medical statistics. William Farr was born in Kenley, Shropshire, to poor parents. He
William_Farr
Kth smallest value in a statistical sample
In statistics, the kth order statistic of a statistical sample is equal to its kth-smallest value. Given a sample of size n {\displaystyle n} , the kth
Order_statistic
Statistical property quantifying how much a collection of data is spread out
In statistics, dispersion (also called variability, scatter, or spread) is the extent to which a distribution is stretched or squeezed. Common examples
Statistical_dispersion
Position that there is no relationship between two phenomena
1136/bmj.309.6949.248. PMC 2540725. PMID 8069143. With respect to medical statistics: "In general a one sided test is appropriate when a large difference
Null_hypothesis
Type of statistics
In descriptive statistics, summary statistics are used to summarize a set of observations, in order to communicate the largest amount of information as
Summary_statistics
Test used in the analysis of stratified or matched categorical data
In statistics, the Cochran–Mantel–Haenszel test (CMH) is a test used in the analysis of stratified or matched categorical data. It allows an investigator
Cochran–Mantel–Haenszel statistics
Cochran–Mantel–Haenszel_statistics
Measure of the shape of a function
moments. As with variance, skewness, and kurtosis, these are higher-order statistics, involving non-linear combinations of the data, and can be used for description
Moment_(mathematics)
Branch of statistics
Parametric statistics is a branch of statistics that is concerned with the analysis of and inference from data assuming that the underlying distribution
Parametric_statistics
Statistical test
t-test more convenient. Because of the central limit theorem, many test statistics are approximately normally distributed for large samples. Therefore, many
Z-test
Study of health and disease within a population
founding father of human demography, epidemiology and vital statistics". Journal of Medical Biography. 32 (1): 57–69. doi:10.1177/09677720221079826. ISSN 1758-1087
Epidemiology
Study of convergence properties of statistical estimators
In statistics, asymptotic theory, or large sample theory, is a framework for assessing properties of estimators and statistical tests. Within this framework
Asymptotic theory (statistics)
Asymptotic_theory_(statistics)
Median absolute deviation Median polish Median test Mediation (statistics) Medical statistics Medoid Memorylessness Mendelian randomization Meta-analysis
List_of_statistics_articles
Type of mathematical model
identifiable. In some cases, the model can be more complex. In Bayesian statistics, the model is extended by adding a probability distribution over the parameter
Statistical_model
Metric in epidemiology
periodically update their premiums based on the mortality rate, adjusted for age. Medical researchers can track disease-related deaths and shift focus and funding
Standardized_mortality_ratio
Statistical test that compares goodness of fit
In statistics, the likelihood-ratio test is a hypothesis test that involves comparing the goodness of fit of two competing statistical models, typically
Likelihood-ratio_test
Bias in causal inference
allow medical science to determine whether a surgical procedure is efficacious or not. Given that there are known risks associated with medical operations
Confounding
Deaths per 1,000 individuals per year
expectancy Maximum life span Medical statistics Micromort Mortality displacement Risk adjusted mortality rate Vital statistics Weekend effect World population
Mortality_rate
Practice of teaching statistics
Statistics education is the practice of teaching and learning of statistics, along with the associated scholarly research. Statistics is both a formal
Statistics_education
Probabilities of the presence of a condition
condition of interest in the future. Test, in this sense, can refer to any medical test (but usually in the sense of diagnostic tests), and in a broad sense
Pre- and post-test probability
Pre-_and_post-test_probability
Method of statistical inference
Bayes' theorem and used it to address problems in celestial mechanics, medical statistics, reliability, and jurisprudence. Early Bayesian inference, which used
Bayesian_inference
Academic journal
Statistics in Medicine is a peer-reviewed statistics journal published by Wiley. Established in 1982, the journal publishes articles on medical statistics
Statistics in Medicine (journal)
Statistics_in_Medicine_(journal)
English statistician (1948–2018)
reliability and reporting of medical research and for highly cited papers on statistical methodology. He was professor of statistics in medicine at the University
Doug_Altman
Epidemiological measure
important measure in a clinical trial, it is infrequently included in medical journal articles reporting the results of clinical trials. There are several
Number_needed_to_treat
Experiment in which information about the test is masked to reduce bias
present even when study participants believe they do not influence them. In medical research, the terms single-blind, double-blind and triple-blind are commonly
Blinded_experiment
Analysis of the risks and potential benefits of an action
" Journal of International Medical Research 48, no. 1 (2020): 300060518771424. doi:10.1177/0300060518771424. World Medical Association Declaration of
Risk–benefit_ratio
Statistical measure of the magnitude of a phenomenon
In statistics, an effect size is a quantitative measure of the magnitude of a phenomenon. It can refer to the value of a statistic calculated from a sample
Effect_size
Graphical representation of the distribution of numerical data
probability density functions Lancaster, H.O. An Introduction to Medical Statistics. John Wiley and Sons. 1974. ISBN 0-471-51250-8 Wikimedia Commons has
Histogram
Statistical hypothesis test
of analysis of variance (ANOVA) follows three assumptions Normality (statistics) Homogeneity of variance Independence of errors and random sampling The
F-test
Theory of statistics
The theory of statistics provides a basis for the whole range of techniques, in both study design and data analysis, that are used within applications
Statistical_theory
Hygiene and Epidemiology at the Department of Hygiene, Epidemiology and Medical Statistics of the National and Kapodistrian University of Athens in Athens, Greece
Gkikas_Magiorkinis
Statistical hypothesis test
observed frequencies would be assuming the null hypothesis is true. Test statistics that follow a χ2 distribution occur when the observations are independent
Chi-squared_test
Statistical method for resampling
In statistics, the jackknife (jackknife cross-validation) is a cross-validation technique and, therefore, a form of resampling. It is especially useful
Jackknife_resampling
Type of scatter plot
In statistics, a volcano plot is a type of scatter-plot that is used to quickly identify changes in large data sets composed of replicate data. It plots
Volcano_plot_(statistics)
Time between a new disease's identification and first diagnoses
introduce a lead time. However, the lead time itself biases survival statistics: people with diseases detected by screening appear to have a longer survival
Lead_time_bias
Method of statistical inference
reported in the popular press (political opinion polls to medical studies) are based on statistics. Some writers have stated that statistical analysis of
Statistical_hypothesis_test
Measure of goodness of fit for a statistical model
In statistics, deviance is a goodness-of-fit statistic for a statistical model; it is often used for statistical hypothesis testing. It is a generalization
Deviance_(statistics)
Statistics term
In statistics, completeness is a property of a statistic computed on a sample dataset in relation to a parametric model of the dataset. It is opposed to
Completeness_(statistics)
MEDICAL STATISTICS
MEDICAL STATISTICS
Female
Hebrew
(מֵיטַל) Hebrew name MEITAL means "dew drops."
Surname or Lastname
Hispanic (Mexican)
Hispanic (Mexican) : unexplained.English : unexplained.
Girl/Female
Muslim/Islamic
Holy city of Saudi Arabia
Male
Welsh
Welsh form of Hebrew Miyka'el (English Michael), MEICAL means "who is like God?"Â
Girl/Female
Indian
Holy city of saudi arabia
Surname or Lastname
English
English : from a nickname for a physician.
Girl/Female
Arabic
City of the Prophet. In Medina Mohammed began his campaign to establish Islam.
Girl/Female
Tamil
Kajali | கஜà¯à®œà®¾à®²à¯€
Kohl, Medical lotion
Kajali | கஜà¯à®œà®¾à®²à¯€
Boy/Male
Tamil
Musical
Girl/Female
Muslim
Holy city of saudi arabia
Girl/Female
Arabic, Australian, British, Danish, English, Hebrew
City of the Prophet; In Medina Mohammad Began his Campaign to Establish Islam
Girl/Female
Hindu
Kohl, Medical lotion
Biblical
measure; habit; covering
Male
Celtic
, sportive.
Boy/Male
Egyptian
Medical.
Girl/Female
Australian, Mexican
Only One; Unique
Girl/Female
Australian, Hebrew
Who is Like God
Boy/Male
Gujarati, Indian
Musical Instrument; Used in Medieval Time to Gather People for Informantion
Girl/Female
Australian, Biblical, French, Greek, Iranian, Latin
Measure; Habit; Covering
Surname or Lastname
English
English : variant of Metcalf.
MEDICAL STATISTICS
MEDICAL STATISTICS
MEDICAL STATISTICS
MEDICAL STATISTICS
MEDICAL STATISTICS
MEDICAL STATISTICS
MEDICAL STATISTICS
mexcal.
Alt. of Mexical
a.
Of or pertaining to medicine; medical.
a.
Of, pertaining to, or having to do with, the art of healing disease, or the science of medicine; as, the medical profession; medical services; a medical dictionary; medical jurisprudence.
n.
A leguminous plant of the genus Medicago. The black medic is the Medicago lupulina; the purple medic, or lucern, is M. sativa.
a.
A radical vessel. See under Radical, a.
n.
A radical quantity. See under Radical, a.
n.
Same as Mescal.
a.
Of or relating to the Medici, a noted Italian family; as, the Medicean Venus.
a.
Of or pertaining to a mean or average; mean; as, medial alligation.
n.
A median line or point.
adv.
In a medical manner; with reference to healing, or to the principles of the healing art.
a.
Containing medicine; used in medicine; medicinal; as, the medical properties of a plant.
a.
Of or pertaining to, or in the form of, a helix; spiral; as, a helical staircase; a helical spring.
a.
Medical.
a.
Middle; median; in, or in the region of, the mesial plane; internal; -- opposed to lateral.
a.
Of or pertaining to music; having the qualities of music; or the power of producing music; devoted to music; melodious; harmonious; as, musical proportion; a musical voice; musical instruments; a musical sentence; musical persons.
a.
Of or pertaining to a radix or root; as, a radical quantity; a radical sign. See below.
mexcal.
See Mescal.
pl.
of Media
n.
See 2d Media.