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definition of science
systematic body of knowledge; common sense, we found it, we know it, we proved it (gravity)
definition of empiricism/empirical
description of data or study that is based on objective observations (personal trainer looks at objective numbers like VO2 max)
decisions are based on data from experiments and observations
inductive vs deductive reasoning
•Individual observations are tied together into specific hypotheses to create a theory (Multiple studies shows that participants who engaged in progressive resistance training 2-3 times per week shows consistent increases in strength. Thus, progressive resistance training leads to strength gains) (qualitative)
*Starts with a theoretical explanation of specific hypotheses that are tested against (or compared with) reality to evaluate whether the hypotheses are correct (High-intensity interval training (HIIT) improves cardiovascular fitness. If I do HIIT once, my cardiorespiratory fitness will improve) (added on)
5 characteristics of research
systematic (structured series of steps that are followed: plan, identify, design, collect, evaluate), logical (does it make sense), empirical (decisions are based on observations from data), reductive (establish generic relationship from data), and replicable (steps are recorded in detail to be repeated)
unscientific methods of problem solving
tenacity (clinging to a certain idea regardless of lack of evidence), intuition (what is presently evident), authority (Tom Brady said so and he is the goat so it must be true), and rationalistic (derive knowledge through reasoning)
steps of the scientific method
develop the problems (define and delimit it) (identify variables)
formulate hypothesis
gather data
analyze results
5 types of research
analytical (in depth study and evaluation of available information to explain complex phenomenon), descriptive (attempts to describe the status of the study’s focus), experimental (establishes cause and effect; manipulates treatment), qualitative (inductive process in developing hypothesis and theory as the data unfolds), and mixed methods (qualitative vs quantitative, combination of both)
historical events that led to the protection of human rights
Nuremburg Code (following WWII) Voluntary consent of the human subject is absolutely essential, Research should benefit society, Avoid suffering, Participants should be able to withdraw
Declaration of Helsinki - patient comes first
Belmont Report - response to Syphilis study, expanded on consent, respect for persons, and benefiance and justice
informed consent
•Explanation of procedures
•Explanation of risks and benefits
•Disclosure of alternative procedures, if applicable
•Confidentiality ensured
Participant free to withdraw and free to refuse to do any portion
conflict of interest
Situations in which financial or other personal considerations may compromise, or have the appearance of compromising a researcher’s professional judgement in conducting or reporting research
7 areas of scientific dishonesty
plagarism, fabrication/falsification, non publication of data, faulty data gathering procedures, poor data storage and retention, misleading authorship, poor publication process
sanctions for misconduct
Publications revoked
Letter of reprimand
Not allowed to obtain future grants
Information release to outside agencies, organizations
Legal referral
Fines
descriptive question
describe phenomena or characteristic of a particular group, what is/are?, survey research
relationship question
the degree to which two or more variables are associated with each other
difference questions
seeks to make comparisons between or within groups of research
identify the type of research question; the purpose was to investigate the effects of exercise on anxiety and depression among college aged females
causal, comparative
identify the type of research question: the purpose of this study was to examine the relationship between study time and exam scores amongst university students
relational
identify the type of research question: The aim of this study was to examine the experiences of able-bodied volunteers in an adaptive sport program to gain a deeper understanding into the range of benefits received
relational
operational definition
specific description of how a variable or concept is measured
delimitations
limitation imposed by the researcher in the scope of the study; a choice that the researcher makes to define a workable research problem (geographical and population)
limitations
a possible shortcoming or influence that either cannot be controlled or is the result of the delimitations imposed by the investigator (physical constraints and cognitive boundaries)
difference of independent vs dependent variable
independent variable is manipulated and the dependent variable measures the effect of the independent variable
extraneous variables
not of interest but could influence study results, need to be controlled for
MAXICON principle
maximize true variance (real relationship)
maximize error variance (reduce mistakes - control for extraneous variables)
control extraneous variance (account for rival hypothesis)
5 sections of the method
design (what), participants (who), instruments of measures (why), procedures (how), and analysis (because)
probability sampling
random: all in population have equal chance of being selected
stratified random: classify into subgroups
systematic: random starting point and fixed interval
cluster: select as group, then random sampling
threats to internal validity
history (events out of our control), maturation (processes within participants that occur as a result of time passing), statistical regression (selecting extreme cases from a given population), selection bias (choosing groups in a non random order), attrition, testing (taking a test on tuesday, you’ll do better on wednesday after you already know what is on the test)
To control for this is RANDOMIZATION
threats to external validity
reactive or interactive effects of testing, interaction of selection bias and the experimental treatment, reactive effects of experimental arrangements, and multiple-treatment interference
three types of experimental research
pre-experimental design, true experimental design, and quasi-experimental design
why to use qualitative research
some topics and research questions can’t be studied through objective paradigms (like character and performance, emotion, etc.)
types of mixed methods design
concurrent - both approaches used at same time or independently
sequential - one approach used first, followed by the other