Science

Systematic inquiry into the world through publicly assessable reasoning, observation and, where appropriate, experiment. Historical practices and institutions differ; this working characterization is not a claim that the modern professional category existed unchanged in every period.

The scientific study of behavior and mental processes. Psychological research methods connect theoretical questions to observations, while psychometrics studies how psychological attributes can be measured and interpreted.

The study of psychological processes involved in learning, instruction and educational participation. Mechanistic plausibility, predictive association and evidence that a teaching intervention improves outcomes are different levels of support.

Proposed categories of learners associated with preferred or supposedly optimal ways of learning. Preferences should be distinguished from the stronger learning-style matching hypothesis that teaching to the preference improves learning.

The hypothesis that matching instructional format to a learner's assessed style improves learning relative to mismatching. It requires an appropriate preference-by-format comparison, not merely a preference questionnaire or a format main effect.

Let ${\mu }_{p,f}$ be the expected score for learner-preference group $p$ under randomly assigned format $f$. A two-style visual/auditory matching claim requires ${\mu }_{V,V}>{\mu }_{V,A}$ and ${\mu }_{A,A}>{\mu }_{A,V}$. Thus the within-group format contrast changes sign. An interaction contrast $I=({\mu }_{V,V}-{\mu }_{V,A})-({\mu }_{A,V}-{\mu }_{A,A})$ is positive under this pattern, but $I>0$ alone is insufficient: one format might remain better in both groups. With preference group on the horizontal axis and format as the plotted line, the matching prediction is a crossover. This is a criterion for the stated hypothesis, not evidence that fixed styles exist.

Knowledge and skills used to access, understand, evaluate and use health information. Factual knowledge, causal understanding, emotion and behavior are related but distinct possible outcomes.

Access to relevant content, time, instruction and participation. Opportunity to learn can differ after an attainment placement and should be measured rather than assumed equivalent across groups.

An influence of classmates or peers on a pupil's outcome. Peer composition, instructional targeting and teacher allocation can change together, so their effects require an appropriate design to separate them.

A teacher's prediction or assumption about a learner's performance or potential. To establish a self-fulfilling effect, research must show how expectations change treatment or opportunity and subsequent learning, rather than infer causation from a correlation.

Using evidence about current understanding to choose and revise instruction. Assessment is formative through its use in the learning process, not merely because another test is administered.

Difficulty acquiring or using mathematical knowledge relative to the relevant task and educational context. Similar low attainment can reflect different component profiles, instructional opportunities, language demands or other constraints.

Persistent difficulty with mathematical learning in an appropriate developmental and educational assessment context. The label does not establish one identical cognitive deficit in every child or justify diagnosis from a single low test score.

Knowledge of how to carry out a sequence or method. Procedural fluency can reduce processing demands, but successful execution on familiar items does not alone establish understanding of every underlying relation.

Knowledge and skill for using numbers and quantitative relationships. Numeracy includes components that can develop unevenly, rather than one score uniquely specifying a learner's cognitive mechanism.

Learning the meanings, relations and procedures used in arithmetic. A correct answer can arise through different strategies, so assessment should combine outcomes with informative observations of the process.

Use of different procedures across problems or occasions. Variation can be informative about learning rather than mere error; a single correct answer or verbal report may not identify the underlying strategy.

A procedure for solving an arithmetic problem, including counting, retrieval and decomposition. Different strategies can coexist and be selected according to the problem and available knowledge.

Reexpressing a calculation through useful numerical relations, such as $8+5=8+2+3=13$. Decomposition can connect practiced facts with conceptual knowledge instead of requiring direct retrieval of every whole problem.

Starting from a known quantity and counting only the added units. The strategy requires a link between the starting number and its represented quantity, rather than simply omitting words from a memorized sequence.

For addition of nonnegative natural numbers $a$ and $b$, start at $\max (a,b)$ and count $\min (a,b)$ further units. Commutativity guarantees the same sum while minimizing the increments among the two possible choices of starting addend.

Representing the relevant collections and counting the combined items to obtain a sum. Count-all can be accurate while requiring more increments and tracking than a suitable counting-on strategy.

Coordinating ordered number words or symbols with items or successive units. Reciting the sequence is distinct from counting a collection and from understanding what its final count represents.

A constraint on valid counting, such as stable ordering of number words, one-to-one correspondence with items and the cardinality principle. Understanding and coordinating these constraints should be distinguished from rehearsing a count routine.

The principle that the final number word in a valid count represents the cardinality of the whole collection. A child's knowledge of this relationship is different from merely repeating the last word after being prompted.

A description of which exact number-word meanings a child demonstrates in tasks such as giving a requested collection. Early knowledge of particular small quantities can precede a general use of the counting system; task context and errors matter when assigning the description.

The comparison of behavior and cognition across species, using tasks whose sensory, motivational and motor demands are appropriate to each species. Similar performance need not establish identical subjective experience.

Behavior with a substantial inherited developmental basis. Innateness should not be equated with being present at birth, immutable, independent of every environmental input, or identical across individuals. A useful claim states the proposed inherited constraints and the developmental experiences allowed.

The study of relationships between psychological processes and bodily measurements. In emotion research it combines self-report, behavior and physiological recordings; agreement among these measures is an empirical question.

Statistical classification of emotion categories using measurements of the autonomic nervous system. It requires an independently justified target label, appropriate cross-validation, and evaluation in the population and context where the classifier will be used. Predictive success does not imply that every instance of a category has one invariant physiological pattern.

Fix a true-positive probability $s>0$ and false-positive probability $f>0$. The positive predictive value at base rate $p$ is $v(p)=sp/(sp+f(1-p))$. Differentiation gives $v^{\prime }(p)=sf/[f+(s-f)p{]}^2>0$, while $v(p)\to 0$ as $p\to 0$. Thus a classifier can retain the same conditional performance yet become unreliable among its positive classifications when the target emotion is rare. This is a mathematical implication of the specified binary model, not an empirical performance estimate.

Changes in the electrical properties of skin associated with sweat gland activity. Recording electrodes can measure tonic levels and event-related changes in skin conductance. Such changes inform psychophysiology but do not uniquely identify an emotion.

The electrical conductance of skin, often measured between two recording electrodes. Sweating changes the conductive properties of the skin. Baseline, movement and recording conditions must be considered before interpreting an event-related response as evidence about emotion.

A researcher whose work includes facial electromyography and responses to facial expressions.^[ref]

A researcher in psychophysiology whose work includes variation in autonomic responses during emotion.^[ref]

Processes governing the initiation, direction and persistence of behaviour. Reward expectation, effort, bodily state and action opportunity can influence motivation; a performance change need not reflect a change in learning or experienced pleasure.

Processes through which anticipated outcomes influence the initiation, direction or vigor of behavior. Reward-driven effort can be impaired despite preserved ability to produce a movement on instruction.

The motivational attractiveness assigned to a represented outcome or its cue, often described as cue-triggered wanting. It can vary without a corresponding change in experienced pleasure or explicit belief about value.^[ref]

Internally constructing or evaluating possible situations, events or action sequences. It may recombine remembered elements rather than reproduce one prior episode exactly. Evidence for imagined content is distinct from evidence that the simulation causally controls a decision.

A coordinated, context-sensitive pattern involving appraisal, subjective feeling, bodily changes and action tendencies. These components can dissociate; a facial expression is evidence about emotion rather than an infallible definition of it.

Difficulty identifying and describing one’s own emotions, often accompanied by an externally oriented thinking style. It is not synonymous with absence of emotion, autism or inability to care about others.

The proposal that some emotion-processing differences attributed to autism instead track co-occurring alexithymia. It predicts dimensional relationships across diagnostic groups, not that alexithymia explains every autistic experience.

A broad label for feeling-related states, often described along valence and arousal dimensions. Shared affect, emotion identification and compassionate concern are different experimental targets.

A change in one person's emotion attributable to information or influence from another person. It includes matching and complementary responses. Evidence must distinguish such influence from two people independently reacting to a shared event.

An interpersonal influence in which a recipient comes to experience affect resembling another person's affect. Facial mimicry, shared circumstances and social appraisal are possible contributors, but the presence of one does not establish the others.

The hypothesis that feedback arising from facial activity contributes to felt emotion. Weak versions predict modulation; stronger versions predict initiation, category-specific effects or necessity. These claims require different experimental tests.

Let $X$ be randomized assignment, $F$ facial activity, $M$ sensory feedback and $Y$ a report. One possible model is $F=X$, $M=F$, $Y=M$. A second is $F=X$, $M=F$, $D=X$, $Y=D$, where $D$ is an expectancy route. Both models predict the same observed $X,F,Y$ even though intervening on $M$ changes $Y$ only in the first. Therefore randomizing $X$ and measuring $F,Y$ does not distinguish these mechanisms. Identifying causal mediation requires further assumptions or interventions. The binary models are a logical counterexample, not participant data.

The 1988 experiment associated with Fritz Strack used different ways of holding a pen to facilitate or inhibit facial activity associated with smiling. The manipulation was intended to avoid explicitly asking participants to act happy. Its interpretive importance lies in separating bodily feedback from explicit labeling; its limitation is that different postures can also change effort and task experience.^[ref]

Information about facial activity available to the organism, including bodily sensory consequences and information used in interpreting its own state. A manipulation of facial movement can change several other things as well; its total effect on a report does not uniquely identify this route.

A family of accounts in which evaluation of events in relation to goals, well-being and coping possibilities shapes emotion. Cognitive appraisal can be fast and nonverbal. A theory requiring appraisal for every emotional episode must specify the appraisal process independently enough to permit a counterexample.

The account that another person's reaction changes an observer's evaluation of an event, and thereby the observer's emotion. The process can be rapid and need not involve consciously naming the other's feeling. It permits complementary outcomes, such as another person's anger contributing to the observer's fear.

Using another person's emotional reaction as information about an event or relationship. Establishing this mechanism requires evidence about the recipient's evaluation, beyond a correlation between the two people's reports.

An aspect of an emotional episode, such as cognitive appraisal, felt experience, bodily regulation, facial movement or readiness to act. Components can vary partly independently. A theory must state which components its evidence actually measures.

A family of theories proposing a limited set of biologically grounded basic emotions. Versions differ in how strongly they predict distinctive facial, physiological and behavioral patterns. A claim of fixed one-to-one patterns is stronger than a claim of inherited response biases that interact with context.

An emotion proposed as a biologically primary category in a basic emotion theory. The status of a category is a theoretical and empirical claim, not something established merely by giving observers a category word in a forced-choice emotion recognition task.

An aversive subjective experience that can accompany anxiety, intrusive memories or other difficulties. Its intensity is distinct from the conviction of a belief, a physiological response or functional impairment.

The degree of activation associated with an emotional state. Emotional arousal is distinct from emotional valence: both positive and negative states can be highly activating.

The positive or negative evaluative quality of an experience or stimulus. Agreement about emotional valence is weaker than agreement about a particular discrete emotion category.

A configuration or movement of the face that can contribute to communication and sensory regulation. Similar production across populations does not imply identical emotion recognition, and an expression can be posed or socially regulated.

Facial reactions congruent with another person's observed facial movements. Facial electromyography can measure small congruent responses. Congruent movement alone does not establish emotional contagion or a necessary route to emotion recognition.

A system for describing visible facial actions in terms of anatomically grounded action units. Coding an action unit documents a movement; assigning an emotion to the movement is a separate inference.

Movement of facial muscle groups, described without assuming its psychological cause. Calling a movement an expression of an emotion adds an interpretation that requires independent evidence.

Description of visible facial movements in terms of anatomically informed action components. Coding the movement keeps an observation separate from an inferred emotion label; a code by itself does not prove the observer's emotional interpretation.

A socially learned convention regulating when and how a facial expression is shown. Display rules can alter a visible signal without implying that every underlying feeling or production mechanism is culture-specific.

An emotion associated with rejection or aversion. A facial configuration labeled disgust can have sensory consequences without uniquely identifying the feeling of its producer.

An emotional response to perceived threat. The experience of fear, defensive behavior and a facial expression interpreted as fear should be distinguished when measuring it.

The study of psychological variation and commonality across cultural settings. Equivalent translations do not alone establish measurement invariance, and observed cultural-group differences do not make culture a randomized cause.

The study of how people understand, evaluate and influence one another within social settings. A social explanation can involve individual processing, relationships, group membership and institutions; the appropriate level depends on the question.

Actions classified as offences in a specified legal setting. Their causes and consequences are heterogeneous; a legal classification is not itself a psychiatric diagnosis. Behavioural incidence, arrests, convictions and severity of harm are different outcomes.

Repetition of offending after an earlier offence or intervention, operationalised over a specified follow-up period. Rearrest is one imperfect indicator affected by detection and policing as well as behaviour.

Resources available through relationships, including emotional, practical or informational assistance. Perceived support, received support and network availability are different measurements. A capacity to seek help does not guarantee responsive help exists.

Interaction between people associated with different social groups. Contact provides an opportunity for learning, relationship formation and recategorization; its association with lower prejudice must be distinguished from selection into contact.

Differential treatment based on social-group membership. Evidence about prejudice or stereotype endorsement does not alone establish how a person behaves in a consequential interaction.

An evaluative attitude toward people on the basis of social-group membership. Prejudice, stereotype endorsement and discrimination are related but distinguishable targets for measurement and intervention.

The aspect of a person's self-understanding associated with group memberships and their significance. A common social identity can coexist with meaningful subgroup identities.

A perceived challenge to the value, recognition or continuity of an identity. An ostensibly inclusive category can threaten a subgroup when inclusion is understood to require abandoning its distinctive identity.

Concurrent representation of a shared superordinate identity and distinct subgroup identities. For example, different departments can remain recognizable within one university. Dual identity can combine inclusion with distinctiveness, but its effects depend on whether both memberships are credible and valued.

Changes associated with exposure to mediated content. Causal inference requires separating influence from selection and distinguishing the content of exposure from accompanying features such as duration, competition or frustration.

Behavior directed toward harming another who is motivated to avoid that harm. Anger, emotional arousal, aggressive thoughts and scores on experimental tasks should not automatically be equated with enacted harm. Measurement must specify which component is observed.

Severe physical aggression, with a threshold defined for the research question. Evidence about mild aggression or a laboratory proxy does not by itself identify an effect on serious violence.

The processes through which people represent other individuals, relationships and groups. Social cognition includes social attribution, emotion recognition and theory of mind, which need not rely on identical mechanisms.

The distinction between what a person does without explicit instruction and what they can do when a relevant strategy is prompted. Differences can reflect attention, motivation, familiarity or control rather than absolute absence of capacity.

Exchange of information, intentions and affect through interaction. Communication success depends on both participants, their shared conventions and the environment.

A proposal associated with Damian Milton that mutual understanding can be difficult across different experiential perspectives. It treats interaction as reciprocal rather than assigning every failure to one participant.

Recognizing or interpreting an observed action, its goal or its significance. Identifying a grasp, inferring a hidden object interaction, judging physical effort and attributing a false belief are different tasks.

Anticipating what an agent will do next using observed movement, context and prior experience. Successful prediction need not require attributing a conscious intention.

Representing the difference between one's own state and another person's state. Affective sharing without this distinction is insufficient to establish empathy as defined here.

Understanding or sharing another person's state while maintaining a self-other distinction. Affective empathy, cognitive empathy, compassion and personal distress should be separated when operationalizing the construct: neural evidence for one component does not automatically explain the others.

A self-focused aversive response to witnessing another's suffering. Personal distress and concern for the other may have different behavioral consequences, even when both accompany an empathic situation.

Concern for another's suffering with an orientation toward helping. Compassion should not be inferred merely from unpleasant arousal or from regional brain activation.

Understanding another person's emotional state or perspective. Cognitive empathy can recruit theory of mind without necessarily producing affective empathy or compassion.