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define big data
electronic storehouse of information (volume, variety, velocity)
organizations that provide international and national data?
international: WHO and World bank
national: NIH and NCH
what are vital events?
death, birth, marriages
what is the BRFSS?
used to monitor state level behavioral risk factors associated w/ chronic idseases
what is a registry?
centeralized database for collection of information about disease
what is a register and example
document used to collect the information, national program of cancer registries which monitor cancer trends
what is the US bureau of the census
provides data that can be used to define the denominator rates, conducted every 10 years
what is the public health surveillance
the systematic & continuous gathering of information about the occurrence of disease
syndromic surveillance
using health related data that precede diagnosis and signal a sufficient probability of a case to warrant further public health response
reportable and notifiable disease statistics & limitations & examples
physicians must report cases of certain disease to health authorities that may endanger a population
limitations: limited info about who developed disease and do not seek medical attention, asymptomatic
ex: anthrax, HIV, mumps, zika virus
purpose of cancer registries
monitor cancer trends, show cancer patterns and identify high risk groups
what’s descriptive epidemiology?
classifies occurrence of disease according to person, place, time
what is descriptive epidmiologic study and objectives
a study that is concerned w/ characterizing the amount and distribution of health and disease within population
objectives: disease prevention, design of intervenetions, conduct additional research
3 types of descriptive epidemiolgic studies
case reports, case series, cross sectional studies
what are case reports & ex?
accounts of a single occurrence of noteworthy incident
ex: imported rapid dogs, adverse reactions from cosmetic surgery
what are case series and ex
larger collection of cases that are grouped consecutively and lists common features
ex: reported cases of primary menigoecephalitis
cross sectional studies and examples
investigation that examines relationship b/w diseases & other variables ( prevalence study)
ex: BRFSS
age variable
most importance when describing occurrence of disease
ex: infections that occur in childhodd
sex variable
sex differences in wide scope of health phenomena including morbidity and mortality ex: all cause age specific mortality rates are higher among males, different cancers
race difference ex
lower frequency of asthma in hispanics, incidence of gonorrhea is higher among non hispanic blacks
SES variable and ex
defined as peron’s position in society (income, education, occupation)
ex: those in lowest SES have excess morbidity and morality (access to dental care)
what are health disparities?
differences in the occurrence of diseases and conditions in population
ex: african americans have highest age adjusted overall cancer incident and death rate
localized patterns of disease?
associated w/ specific environmental conditions that may exist in particular geographic area ex: lung cancer & radon gas
secular trends
gradual change in frequency of disease over long periods of time
ex: suicide rates
cyclic trends
increases and decreases in frequency of a disease over period of several years
ex: increases in mosquito diseases during rainy season
point epidemics
indicate the response of a group of people in a place due to contamination
ex: vibrio infection following hurricane katrina
clustering
closely grouped events of health related issues with well defined distrubition patters in relation to time or place
what is association?
linkage between or among variables
what is exposure
contact w/ factors linked to adverse health outcomes
deterministic causality
claims that cause is invariably followed by an effect employs necessary and sufficient causes
what’s a necessary cause
factor whose presence is required for the occurrence of the effect
what is sufficient cause (pie model)
a cause that is sufficient by itself to produce the effect
probablisitc causality (stochastic process)
randomness that is associated with the increased probability that an effect will happen
method of difference
all of the factors in 2 or more domains are the same, except for a single factor which is the cause
method of concomitant variatoin
type of association in which the frequency of an outcome increases with the frequency of exposure to a factor (dose response relationship b/w cigarrets and lung cancer)
what is operationalization?
refers to the process of defining measurement procedures for the variables used in a study
Hill’s criteria of causality?
strength: strong associations give support to a causal relationshp b/w factor and disease
consistency: associatoin has been observed repeatedy
specificity: association is constrined to particular disease
temporality: cause must be observed before effect
biological gradient: (dose response curve) linear trend in the association b/w exposures and diseases
plausibility: associatoin must be biolgoical plausible from standpoint of biological knowledge
coherence: cause and effect
experiment: evidence from experiment to support existence
analogy:
multivariate causality
many types of casual relationships are involved w/ disease (smoking, family history, lifestyle)
inference:
process of passing observations and axioms to generalizatons
point estimate
single value chosen to represent the population parameter
power
ability of a study to demonstrate an associatoin if one exists