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Science is both a body of knowledge and a process, with three key features
Uses systematic empiricism
Produces public knowledge
Examines solvable problems
Systematic empiricism
Observing and measuring (empiricism)
Testing a theory about the world (systematic)
Measuring the length of everyone's hair in one room is not systematic (no theory tested)
Public knowledge
Results get peer-reviewed after an experiment
Findings published in journals
Experiments are replicated to see if the results are the same
Solvable problems
Questions that are answerable with available resources/techniques
Discovery of the neuron was dependent on technological advances
Pseudoscience
Claims to be scientific but lacks one or more of the three features of science
Often has methodological limitations
Often lacks specific measurement (tests aren't validated)
Appeals to need for secrecy
Uses misleading scientific-sounding language
Reverses burden of proof
Fakes scientific credentials
Cites questionable or retracted studies
Cherry picks results
Phrenology
Measured bumps on the skull that supposedly reflected abilities and traits
Never agreed on how many bumps were important
Used to justify white supremacy
A testable theory
Can be falsified (falsifiability criterion)
Tells us not only what should happen but what should not happen
Set up a possibility for the theory to be disproven
Protoscience vs pseudoscience
Protoscience is a new and undeveloped science (the scientific method is used)
Violation of the falsifiability criterion
The rule is violated when supernatural explanations are invoked (you and I could not understand this)
making vague claims
using multiple 'outs' to dismiss disconfirming evidence
Valza virus
Participants read about a new virus that was created in a lab
non-scientific condition cited an activist group
scientific condition cited researchers
Participants indicated if they thought the article should be shared with other students and if they believed it
Researcher condition was generally more trusted
Participants completed a trust in science scale to indicate how much they trust it.
Participants who reported more trust in science were more prone to believing the research, regardless of content
More likely to believe the researchers in general
Misleading credentials
Use of unsupported titles (holistic expert, nutrition consultant)
referencing unaccredited institutions that people may not know
Appealing to degrees and training in unrelated fields (epistemic trespassing)
Ad hominem
Attacks the source rather than the argument
Argument from ignorance
Arguing that something is true because we don't know that it's not
Scientific gap
Not knowing what causes autism so it is attributed to vaccines
Appeal to nature
Natural things better than man-made things
Natural = good, man-made = bad
Common strategy in the 'wellness' industry and alternative medicine
"Covid can be beaten with natural remedies and nutrition"
"Covid is harmless for those with strong immunity"
Agreement with sentiments that delegitimized covid correlated with low vaccine rates
Appeal to emotion
Evoke feelings rather than provide evidence
A common strategy in advertising and political propaganda, but also in public health campaigns
Fear appeals
Example of a fear appeal: Stephen Miller saying birthright citizenship means children of illegal aliens can vote to steal your children's resources
Association
Very general relationship where one variable provides information about another
Correlation
Type of association
Knowing the value x gives information about y
Two variables moving together
Reasons for a correlation
X causes Y (direct causation)
Y causes X (reverse causation)
X causes Y and Y causes X (bidirectional causation)
X and Y caused by Z (third cause)
Third variable problem
a third factor may have produced the correlation
Spurious correlations
Two variables appear connected but not causally linked
Causation
Change in one variable produces a change in another: cause and effect
Time and order matter
Usually established through controlled experiments
Experiments isolate a variable
By manipulating a variable of interest (independent variable)
Measuring the effect (dependent variable)
Holding other variables constant and limiting confounds
Control group
Group that receives either no treatment at all or some established intervention (comparison group)
Removes third variable problem
Randomization
Avoids selection bias which occurs when participants choose their own group or researchers assign them using some subjective reason
Not letting people choose the group they're in and introduce biases
With a large enough sample, two or more groups will be similar
Special conditions
Experiments often create artificial conditions to increase control
Reduces ecological validity, or how well results generalize to the real world
Catharsis theory
Ruminating can diffuse negative emotions
Venting study
Bushman et al study compared rumination, distraction, and control after participants received mean feedback on an essay
Found that anger was highest among the rumination group (those who used a punching bag and thought of the person criticizing them)
What if we can't run controlled experiments
Random assignment can be unethical (assigning a person to a smoking condition vs a non-smoking)
In that case, one must replicate a large effect many times and rule out alternative explanations. Bradford Hill criteria for determining causation using correlational studies
Bradford Hill criteria
What is needed from correlational findings to prove a causal relationship
Sender-receiver model
One person sharing the content (sender/liar)
The receiver judges the information
Prosocial lies
White lies
protecting others
Self-serving lies
People lying to benefit themselves
Vindictive lies
To harm others
Diary studies on lying
Show Americans tell an average of two lies per day
8% of people tell more than 6 lies a day
5% of subjects account for more than 50% of lies told
Costs of lying
Lying is cognitively effortful
Can harm your reputation
Produce negative emotional reactions
People with 'dark' personality traits like sadism (enjoyment of inflicting suffering on others)
Tell more vindictive lies, but they are not necessarily more convincing liars
People struggle to spot lies
People only detect lies 47% of the time
61% of truths
Putting their overall accuracy at 54%, which barely exceeds chance
Truth bias
Participants show a general bias to accept information as true more often than rejecting as false
Reflects base rates, or the low incidence of lies in our environment
A statement is more likely to be true than false, so it makes sense that we assume most are true
People differ more as liars than as lie detectors
People's ability to detect lies is pretty much the same (everyone is pretty bad)
People's ability to tell convincing lies varies significantly (some are bad liars. Some are good liars)
People believe that nonverbal cues separate liars from truth-tellers
Gaze aversion, blushing, fidgeting
But judgments based on body language are less accurate
Liars provide less detail and are less consistent with each retelling of a story
Law enforcement
Also not very good at detecting lies despite higher confidence
TSA behavior detection program not very effective (plainclothes officers looking for signs of dishonesty)
Judging lies in groups vs individually
People who get to deliberate and have to arrive at a joint decision are better at spotting lies but similarly good at detecting truths compared to those who watched clips individually
China dry rice experiment
Suspects fill their mouths with dry rice and if the mouth remains dry they are guilty
Polygraphs
Record autonomic arousal in response to relevant and control questions (heart rate/blood pressure, respiration, skin conductivity)
Comparing arousal during control questions to crime-related questions. Obviously, you'd be more nervous for crime-related questions.
Brain scans
Put people in scanner and show series of objects (some old, some novel, some you would only have seen if at the crime scene)
If brain responds to items at the crime scene similarly to old items, guilty
Not effective due to countermeasures (way to game the system). Thinking of things you've seen before
Chameleons changing color
Movies and TV depict chameleons changing colors for camouflage
Light, temperature, emotions are the real reason
Fortune cookies
Associated with Chinese culture
Brought by Japanese immigrants
Body heat
Body heat lost at same speed regardless of body part
Depends on what skin is exposed
Army survival guide claimed that 40-45% of body heat is lost from the head (from an experiment where everything was covered but people's heads)
Explicit memories
Memories that we are aware of
Episodic - specific experiences (remember)
Semantic - facts (know)
Semantic vs episodic
Episodic associated with recollection, mental time travel
Semantic associated with familiarity
Features of semantic memory
No known capacity limit
interconnected and organized, activation spreads to related concepts
Surprisingly durable (permastore)
Stored in the medial temporal lobe
False beliefs as side effects
False content gets incorporated into our semantic memory
Reliance on heuristics (cognitive shortcuts)
Using existing knowledge to support new learning (can be flawed)
We sometimes accept partial matches with what we already know. Don't do a good job spotting contradictions.
Heuristics
Cognitive shortcuts to decide what's true and false
Rules of thumb
Helpful most of the time, given that it's fast and frugal, adaptive
Can be misleading, especially when we're in high misinformation environments (when base rate of falsehoods is high)
Example: picking the tennis player you're familiar with to win the match
Cognitive fluency
Ideas that are easy to process are more likely to be interpreted as true
Perirhinal cortex is involved in fluent processing. Increases in activity as items seem truer
Ease of processing is misinterpreted as evidence of truth
Illusory truth
Repeating information makes it seem more truthful
Happens even months after exposure
Smart people also experience this bias
Bias is experienced even when it comes from an unreliable source
Bias is experienced even with information that already exists in their semantic memory
Illusory truth study
Participants gave repeated information a higher truth rating than new information, even if they had previous knowledge that this information was false
False repeated information was rated as more true than new information, even when there was a monetary incentive to get the answer right
Schemas
Context facilitates learning, but only if it is provided early
Help us pick up new information quickly. Content is easy to learn with context.
Schemas can be harmful when they themselves are inaccurate.
Knowledge neglect
Failure to retrieve and apply previously stored knowledge in a current situation
May give a high truth rating to the statement "Venus is the closest planet to the sun," even with previous knowledge that it's Mercury
Availability vs accessability
Information that is stored in memory (availability) may be difficult to locate (accessibility)
Accepting partial matches
Missing contradictions embedded in stories
Reading Russia's capital as St. Petersburg when it is Moscow
Ironically more likely if the errors are highlighted in red
Moses Illusion
Asking college students how many types of animals Moses brought onto the ark will lead many to respond "2"
Expertise reduces the Moses illusion but does not wipe it out
False beliefs vs true beliefs
False beliefs are learned through the same mechanism as true beliefs
Added to our semantic memory store and influences our behavior
Learning by testimony
Can help us avoid harmful situations
Wisdom of the crowd
Guess the weight of the ox competition had a surprisingly accurate average judgment
Collective judgment can be as good as the judgment of an expert
Social influence
Learning about the judgments of others makes crowds less wise
Metacognition
thinking about thinking
thinking about your attention, learning, problem solving, etc
Metamemory
How you think about your own memory and its accuracy
Applies to both episodic and semantic memory
Cryptomnesia
Metacognitive error of accidental plagiarism
After generating examples of a category in a group, individuals plagiarize 3-9% of the time, either by remembering others' ideas as their own or providing them as a new idea
Illusions of explanatory depth
Overestimating our understanding of complex topics
Opposite of intellectual humility, or recognition of the limits of our own knowledge
Illusions of explanatory depth phases
People think they can do a decent job explaining the subject initially
Confidence drops after trying to explain for the first time
Drops even lower after they are asked a specific mechanistic question
Rises after they hear an expert explanation
People are still initially overconfident, even if they know they're going to be tested
Illusions of explanatory depth given formal expertise (college major)
People underestimate how many details of previously learned topics they have forgotten
College majors are overconfident
Asking people to explain how policies work
Makes their attitudes less extreme
Community-of-knowledge hypothesis
People do not enforce a sharp separation between their own understanding and that of others
Rare that we have to entirely rely on what's in our own heads with no additional tools
Community of knowledge hypothesis study
People are more likely to claim they understand a concept when they are told that it has been thoroughly explained by scientists
Even though they didn't receive an actual explanation
People who claim they are super knowledgeable about a subject
Are likely to claim they know a lot about a made-up term in that subject
Overclaiming
Claiming knowledge about nonexistent things
People who are most prone to metacognitive errors
Are people who are already not excelling
The lowest performers are the least aware of where they stand (twice cursed)
The best performers of a task
Are also the best at understanding where they stand
Hypercorrection
Errors made with high confidence were more likely to be corrected, but eventually be reverted to, even after the correction is made
Astrology
Belief that the position of the stars and planets influences people's lives
Originated in Mesopotamia in 3rd millennium BC
Ancient astrology
Initially inseperable from astronomy
Astronomers now strongly oppose astrology
Two dimensional view that is crucial to astrology
Inaccurate. Constellations are three-dimensional
Zodiac constellations have diverse widths along the ecliptic
Yet signs all have a fixed 30 degree width
Astrologers disregard asteroids and comets
Another criticism by astronomers
Astrologers and Pluto
Astrologers keep treating Pluto like a planet
Precession
Wobble in Earth's axis leads to change in distance between Earth and stars
Astrologers continue to use distances 2000 years ago
Astrologer study
Astrology experts matched over 100 natal charts with psych profiles
Performed no better than chance
No more likely to be correct even when they expressed high confidence
Study on month of birth
Unrelated to personality traits
There is some evidence that birth season could matter
Being born in winter
Increases odds of gestational viral exposure, vitamin D deficiency, and maternal seasonal affective disorder
Big 5 scores
High predictor of traits
Active astrology
Assumes that you can intervene in your fate
Sun signs not correlated with life events
Astrology influencing dating
25% of Gen Z says they would choose not to date somebody based on their sign
Barnum effect
People are impressed by the accuracy of vague descriptions of themselves
Astrology barnum effect study
Both believers and skeptics more likely to agree with positve descriptions about themselves
Even skeptics were more convinced by descriptions that came from an astrological expert than nonastrological descriptions
Believers generally more open to descriptions regardless of condition
grandiose narcissism
excessive self-regard and overconfidence
Dark triad
narcissism, machiavellianism (strategic focus on self-interest), psychopathy
Astrology and narcissism
Scores on the belief in astrology inventory increase with grandiose narcissism
No relationship with big 5 traits
Not causation. Hard to prove what influences what.
Expectancy effect
Self-fulfilling prophecies
High expectations lead to high results and vice versa
Participants who read a positive horoscope about their own sign
Performed better on cognitive tests and creative problem solving than those who read a negative one
Astrology does not predict life outcomes
But still relied on for decision-making