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Generalizability
How well findings from a study can be applied to a broader population or different settings
Ergodicity
Generalizability of statistical phenomena across levels and units of analysis
group averages equal one person average
If you do stats on one data source, will they apply to other data source
For measures to be ergodic they need to be equivalent
Non-ergodicity
patterns observed across a group of people do not match the patterns of a single person over time
Simpsons pradox
trends in subgroups differ from the aggregate trend when the groups are combined.
Take measures of individuals and add them together, they create an overall that is not equivalent
Ecological fallacy
inferences from groups are generalized to individuals when they actually do not apply
Information processing
Information available in the environment is taken in and processed by individual, and this processing is sensitive to the effects of context, emotional factors, existing assumptions
Objective external stimulus value and internal representation of stimulus does not equal
Cognitive Experiential Self Theory
Epstein - individuals engage with information two different ways
exists in all people, but we have individual differences in the degree of influence a system has on info processing
Deliberative system
Analytical, evidence-based, logical, and probabilistic.
what you rationally do
Experiential system
: Intuitive, automatic, and nonverbal
what you instinctively do
Subjective expected utility theory
coldly deliberative, rational model of decision-making that dominated decision science for decades.
Decision Process:
Calculate the probability of each possible outcome.
Determine the utility (personal value) attached to each outcome.
Integrate probabilities and utilities to compute and execute the optimal choice.
*how useful you think a choice will be to you and the probability of it happening
Evolutionary Utility of Emotion
Emotions are conserved across evolutionary history, with underlying DNA or RNA sequences maintained by natural selection.
Possess biological utility designed to maximize survival.
Functional Roles of Emotion
Capture attention (e.g., fear triggering rapid escape responses).
Direct behavior (e.g., sadness during illness promoting slowed movement and signaling a need for aid).
Convey social information regarding internal experiences to others.
Guide decision-making (e.g., anxiety functioning as a detector of potential risk).
Biological utility of Emotion
coordinated activity patterns across the Central Nervous System (CNS) and Autonomic Nervous System (ANS), including the sympathetic, parasympathetic, and enteric systems.
Emotion patterns include transitory experiential states.
Emotions are frequently accompanied by behavioral expressions, though overt behavioral expression is not strictly required (individuals can feel intense emotion without acting).
Engages evolutionarily older subcortical structures alongside newer primate cortical regions of the CNS.
Motivated behavior
Focused and goal-directed behavior anchored in genetic mechanisms that preserve life.
Movements triggered by emotional states tend to be rapid, direct, and urgent.
Emotion motivates the selection of a specific behavior over alternative available actions.
Osmotic concentration
right balance of sodium and electrolytes
balancing fluidity and salinity = thirst
thirst will motivate behavior to seek liquids
Natural kinds
Discrete, invariant categories existing inherently in nature, reflecting the structure of reality and defined by core facts we deem to be true
Basic Emotion Theory
Controversially posits that specific core emotions (anger, fear, disgust, sadness, happiness, surprise) are natural kinds
biologically and evolutionarily caused/accounted for
have certain brain activity/arousal/ans patterns and bodily activation that causes the feelings that we experience
Cognitive Appraisal Experiment (Schachter & Singer)
cognitive appraisal (evaluation of an event that determines how it affects our emotions)
Participants were administered epinephrine (adrenaline) under three conditions: informed of true effects, uninformed, or misinformed (told it was a vitamin shot).
Cognitive context dictated the resulting emotional experience!
Hot-Cold empathy Gap
we struggle to predict behavior when evaluating states different from our current state.
In Cold States: Individuals underestimate the impact of affective inputs on future "hot" events (e.g., substance abusers predicting future craving control, pregnant individuals anticipating labor pain management).
In Hot States: Individuals underestimate the immediate influence of their current state on predictions, overestimating the permanence and stability of present needs, desires, and preferences.
intention-behavior gap
we fail to do what we say we will
intentions are integral to behavior change and correlationaly superior to attitudes, norms, and self efficacy
but they are susceptible to things that stop them
Translating an intention into a behavior
identification and selection of concrete, specific actions and the consideration of situational factors that will promote or obstruct the behavior
intention effectiveness factors
accessibility, certainty, stability
Ambivalence
the dissociation between the expected utility of a behavior and the enactment of that behavior
rises when there is disagreement or competition between
Different affective associations
Competing goals and intentions
Affective and cognition levels
it selects the lesser of efforts
Justify indulgence of alternative action
Distraction, procrastination, temptation
Goal Revision in Situ
Failure to anticipate visceral experiences that drive emotional states in the moment
ex Fear is evolutionarily loaded to prevent from being ignored, triggering hot-cold empathy gap breakdowns - cant act rationally like cold wants
Affective Neuroscience
Emotions are embedded within and expressed through brain activity, comprising subjective experience (affect), cognitive appraisal, and action impulses.
Walter Cannon
connections between emotions and physiological arousal (fight or flight)
and homeostasis
Richard Lazarus
cognition does not require deliberate reflection, strict rationality, or conscious awareness
Pre-existing cognitive schemas (beliefs, expectations, motives) exert predisposing, instantaneous effects on affect
individual does not need to be in the physical presence of a threat to experience fear; internal imagination and mental manifestations can induce fear
Two stage appraisal process (lazarus and Folkman)
how we feel about it, first processing, is it a threat to wellbeing?
second processing, what we do about it, behavior, reappraisal
problem focus coping or emotion focus coping
4 components of cognition
cognition, behavior, visceral outputs, affect
is emotion universal or variable according to Lindquist
Beyond basic similarities, emotion categories might have different conceptualizations across cultural groups
The paper argues that emotions are not natural kinds, they are fuzzy boundaries
emotions are shaped by cultural contexts and individual experiences, influencing how emotions are expressed and interpreted across different societies
allostasis
emotions tell us to do behaviors to regulate our emotions
emotions affect the physiological mechanisms that maintain homeostasis
allostatic load
the total energy expenditure to maintain homeostasis
we have a finite abilities
Biological model
universal emotion categories that have distinct biological systems with signatures (portrayed in certain ways)
Constructionist theories
emotion is acquired socially and culturally rather than through biological evolution drives - social learning
prospect theory
Kahneman & Tversky - people make decisions under risk by evaluating gains/loses relative to a reference point,
certainty, reflection, framing, isolation and overweighting or small probabilities and magnitudes
Certainty effect
smaller guaranteed outcomes rpeferred to larger riskier outcomes
Reflection effect
people are more comfortable with risk when minimizing losses and more risk averse when trying to maximize gains
framing effect
risk preference is sensitive to perspective of gains versus losses even when prospects are equal
Isolation effect
people tend to disregard shared (dependent) between options
focus on isolated elecments simplifies cognitive processing
default biases
tendency to choose the “non-response” regardless of probabilities or utilities
choices are powerfully affected by “opt-in” versus “opt out” defaults
reduces cognitive burden from ambivalence
Omission biases
a bad outcome caused by a failure to act (omission) is better than an equally bad outcome caused by action (comission)
anchoring
peopl are overly reliant on existing probability estimates
adjustment
people tent to be reluctant to incorporating new information
Availability bias
rarer occurring events are often more memorable for their salience
common ordinary events are less memorable, despite their high likelihood
overestimate the probability of low likelihood events because they are more memorable