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Rigorous research study
The scientific method to ensure robust, unbiased, and well-controlled results, characterized by strong experimental design, transparent methodology, systematic analysis, clear interpretation, and thorough reporting.
Why should we care about scientific rigor?
Allows us to have effective, safe and reliable treatments, Accurate diagnosis, and ethical responsibility
Wakefield case study (harm associated with poor research)
1998: Published study claiming that MMR vaccine causes autism
Study flaws: Small, biased sample; no control (comparison) group; Unethical methods (unnecessary medical procedures with no ethical approach; Financial COI (funding from lawyers wanting to sue vaccine companies); Data manipulation; No actual evidence; No replication
Long term consequences of Wakefield’s fraud
Vaccine hesitancy increased; Increase of measles and preventable death; Rise of anti vaccine movement; Public distrust in science
Who is most effected by poor research?
Marginalized and underrepresented communities
Patients and healthcare consumers
Children and adolescents
People struggling with mental illness and disabilities
The general public (when it goes viral)
Individuals with low research literacy
Poor research: small sample sizes
Reduced generalizability: Cannot be applied as well to the general population
Increased random variation: Random fluctuations in data more likely to influence results
Lower statistical power: Less power to detect a real effect, which can lead to inconclusive results or false negatives
Poor research: Bias
Mis-diagnosis: Leads to flawed diagnostic criteria or assessment tools. Example: Racial ___ can lead mental health professionals to underestimate the distress experienced by black individuals
Ineffective treatment: Care provided from ___ research can cause treatments provided to be ineffective or even harmful. Example: overestimated the effectiveness of a particular therapy can make it apply more broadly and delay patients from getting a more suitable intervention
Treatment disparities: Implicit __ from researchers can lead to disparities which can effect type of care, level of empathy, and even speed of crisis response
Poor research: Cannot be replicated
Ineffective treatments: The original findings might be flukes, meaning that treatment based on this research could be ineffective. This waste time and resources and could potentially harm the patients.
Fueling pseudoscience: When scientific evidence is untrustworthy due to poor ___ it can create a vacuum filled by non evidence based practices.
Decreased public confidence: When the public learns, many published psychological findings cannot hold up. It can damage trust in mental health professionals and scientific authority in general.
Misinformation
False or misleading information shared without intent to deceive
Disinformation
False or misleading information spread to intentionally deceive or push an agenda
Replication crisis
The failure of many psychological studies to be successfully replicated
About 40% of studies replicate
Suggests that our findings may not be reliable and therefore not be used to shape therapy, policy or beliefs
Damages public trust in psych as a science
Why does replication fail?
Researchers have a lot of flexibility with data, which makes it easier to manipulate it
They only post significant findings
May engage in poor research practices just to get published and payed
Publication bias (why replication fails)
Journals do not post replications, only what’s new and exciting. They also never publish null findings, which means people don’t know that a study can’t replicate.
Dissemination crisis
The gap between psychological research and public access/distribution
No data = misinformation fills in the gaps
Why does dissemination fail?
Content is behind expensive paywalls, and it cost a lot of money for researchers to make their work publicly available, money they do not have
The content is not easy to understand
Research is more important than other psychological jobs, therefore there are not enough people practicing treatments that are being published
Experimental research designs
Involve the active manipulation of a variable (independent variable) to observe its effect on another variable (dependent variable) allowing for the establishment of a cause and effect relationship.
Ex: To test the effectiveness of a new drug, compare to a placebo (drug vs. control group)
To test a new teaching method, compare with a standard method (new vs. old technique)
Alternative research designs
Do not manipulate variables but instead measure them as they naturally occur
Ex. Observational - watching people in their natural environment.
Case study - An in depth examination of a specific subject, Phineas Gage most famous one, iron rod shot through into the brain, and by watching him we learned how the brain affects behavior.
Internal validity
The degree of confidence we have that the relationship being tested is not being influenced by other factors
Threats: Experimenter bias, confounds, methodological errors, maturation, testing effects, attrition and regression to the mean
External validity
The degree to which results of a study can be generalized beyond the study
Threats: Biased samples, situational factors, time, and context
Correlation
The degree to which two variables are related to each other
Positive correlation example: High life stress = high depression rates
Negative correlation example = High depression = lower activity
Control group
A group in a research study that does not receive the experimental treatment or intervention, serving as a baseline to compare against the experimental group.