13/6/2024 Evgeniia Vdovichenko Baader-Meinhof Phenomenon specification of Cognitive Bias Ontology The Baader-Meinhof phenomenon, also known as the Frequency Illusion, is a cognitive bias in which after noticing something for the first time, there is a tendency to notice it more frequently thereafter, leading one to believe that it has an increased frequency of occurrence. This perception is not due to the actual increase in frequency but rather due to the new awareness of the item, event, or term. In essence, while the Baader-Meinhof Phenomenon often refers to more distinctive or unusual observations, the frequency illusion can apply to any information, whether common or rare. Both terms describe the same underlying cognitive bias of increased awareness and selective attention, but the Baader-Meinhof Phenomenon has a flavor of novelty and rarity attached to it. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl Baader-Meinhof Phenomenon module of the Cognitive Bias Ontology 2.0 http://dbpedia.org/ontology/ http://ontologydesignpatterns.org/wiki/Submissions:Experience_%26_Observation http://www.ontologydesignpatterns.org/cp/owl/parameter.owl http://www.ontologydesignpatterns.org/cp/owl/reaction.owl.v0.1 http://www.ontologydesignpatterns.org/cp/owl/sequence.owl http://www.ontologydesignpatterns.org/cp/owl/situation.owl https://w3id.org/framester/data/framestercore/ https://w3id.org/framester/data/framestersyn/ https://www.cidoc-crm.org/html/cidoc_crm_v7.1.3.html https://www.w3.org/TR/skos-reference/ smiy.sourceforge.net/cco/spec/cognitivecharacteristics.html After learning the word 'solipsism' in a philosophy class, Jamie began to encounter it everywhere: in a psychology book, during a podcast, and even in a news article about perception. This amusing frequency of a once unfamiliar term led Jamie to appreciate how new knowledge can suddenly resonate across different mediums, enhancing awareness and deepening their engagement with ongoing learning. Because an activity may engage other participants than the one performing it, engagements are in general considered individual rather than collective, therefore each participants has their own engagement and only some of them will be conscious and/or documented. http://ontologydesignpatterns.org/wiki/Submissions:Experience_%26_Observation#isEngagedIn isEngagedIn Property which means that a person has belief - an uncertain relation for competence representation. That means beliefs, persuasions or opinions, which can also be misconceptions. http://smiy.sourceforge.net/cco/spec/cognitivecharacteristics.html#belief belief A Concept can have a Parameter that constrains the attributes that a classified Entity can have in a certain Situation, e.g. a 4WheelDriver Role definedIn the ItalianTrafficLaw has a MinimumAge parameter on the Amount 16. http://www.ontologydesignpatterns.org/cp/owl/parameter.owl#hasParameter hasParameter http://ontologydesignpatterns.org/wiki/Submissions:Parameter A Concept can have a Parameter that constrains the attributes that a classified Entity can have in a certain Situation, e.g. a 4WheelDriver Role definedIn the ItalianTrafficLaw has a MinimumAge parameter on the Amount 16 http://www.ontologydesignpatterns.org/cp/owl/parameter.owl#isParameterFor isParameterFor http://ontologydesignpatterns.org/wiki/Submissions:Parameter Is also true that some action directly preceeds its outcome http://www.ontologydesignpatterns.org/cp/owl/reaction.owl.v0.1#hasOutcome hasOutcome http://ontologydesignpatterns.org/wiki/Submissions:Reaction Is also true that some outcome follows some action http://www.ontologydesignpatterns.org/cp/owl/reaction.owl.v0.1#isOutcomeOf isOutcomeOf http://ontologydesignpatterns.org/wiki/Submissions:Reaction A relation between entities, expressing a sequence schema. http://www.ontologydesignpatterns.org/cp/owl/sequence.owl#precedes precedes http://ontologydesignpatterns.org/wiki/Submissions:Sequence A relation between entities and situations, e.g. this morning I've prepared my coffee with a new fantastic Arabica' (i.e.: (an amount of) a new fantastic Arabica hasSetting the preparation of my coffee this morning). http://www.ontologydesignpatterns.org/cp/owl/situation.owl#hasSetting hasSetting http://ontologydesignpatterns.org/wiki/Submissions:Situation http://www.ontologydesignpatterns.org/cp/owl/situation.owl#isSettingFor isSettingFor http://ontologydesignpatterns.org/wiki/Submissions:Situation Property which asserts an associative link between two concepts. http://www.w3.org/2004/02/skos/core#related https://www.w3.org/2009/08/skos-reference/skos.html#related related Describes the relationship between a Cognitive Bias and an Individual on the base of influence. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#affectedBy affectedBy Inverse of AffectedBy. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#affects affects An entity having and effect on the other entity https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#influences influences This property documents that an instance of E89 Propositional Object has as subject an instance of E1 CRM Entity. This differs from P67 refers to (is referred to by), which refers to an instance of E1 CRM Entity, in that it describes the primary subject or subjects of an instance of E89 Propositional Object. https://cidoc-crm.org/html/cidoc_crm_v7.1.3.html#P129 isAbout http://www.ontologydesignpatterns.org/cp/owl/parameter.owl#hasParameterDataValue hasParameterDataValue Concepts are defined as abstract ideas. They are understood to be the fundamental building blocks of the concept behind principles, thoughts and beliefs.They play an important role in all aspects of cognition. As such, concepts are studied by several disciplines, such as linguistics, psychology, and philosophy, and these disciplines are interested in the logical and psychological structure of concepts, and how they are put together to form thoughts and sentences. The study of concepts has served as an important flagship of an emerging interdisciplinary approach called cognitive science. https://dbpedia.org/page/Concept Concept Can be defined as awareness of facts or as practical skills and may also refer to familiarity with objects or situations. Knowledge of facts, also called propositional knowledge, is often defined as true belief that is distinct from opinion or guesswork by virtue of justification. While there is wide agreement among philosophers that propositional knowledge is a form of true belief, many controversies in philosophy focus on justification: whether it is needed at all, how to understand it, and whether something else besides it is needed. These controversies intensified due to a series of thought experiments by Edmund Gettier and have provoked various alternative definitions. Some of them deny that justification is necessary and replace it, for example, with reliability or the man. https://dbpedia.org/page/Knowledge Knowledge Represents another type of the cognitive bias - Baader-MeinhofPhenomenon - a cognitive bias wherein after noticing something for the first time, there is a tendency to notice it more often, leading someone to believe that it has an increased frequency of occurrence. This is not due to the actual increase in frequency but rather due to the individual's selective attention and heightened awareness. Some sources call it also Frequency Illusion. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#Baader-MeinhofPhenomenon Baader-MeinhofPhenomenon Represents an entity that experiences the bias. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#BiasedAgent BiasedAgent Represents the overarching concept of cognitive biases. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#CognitiveBias CognitiveBias A cognitive bias where a person believes a recently noticed item or concept has suddenly become prevalent. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#FrequencyIllusion FrequencyIllusion The process of learning new things and concepts. https://w3id.org/framester/data/framestercore/BecomingAware BecomingAware high Represents the frequency of perception experience of a particular concept, which seem to happen more often under the influence of bias. https://w3id.org/framester/data/framestercore/Frequency Frequency Used to denote a human being and express that we are talking about human cognitive biases. https://w3id.org/framester/data/framestercore/People People Models the activity of perception of the concept. https://w3id.org/framester/data/framestercore/PerceptionExperience PerceptionExperience A belief is a mental state or attitude where an individual holds something to be true or probable. Beliefs can range from factual assertions about the world to subjective evaluations, opinions, or attitudes about various matters. Beliefs can be based on evidence, personal experience, cultural upbringing, social influences, or even intuition. Неre we used it to show that the BiasedAgent has the biased opinion (belief) to express that it is only opinion but not the real state of things. http://etna.istc.cnr.it/framesterpage/data/framestersyn/Belief.n.1 Belief The situation of expiriencing the Baader-Meinhof Phenomenon. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#Baader-MeinhofPhenomenonInstance Baader-Meinhof Phenomenon Instance The belief that the increased frequency of encountering the term "solipsism" is due to an actual increase in its occurrence, rather than increased awareness. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#FrequencyBelief Frequency Belief high The observed increase in the frequency of encountering the term "solipsism" in various contexts after initially learning about it. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#FrequencyOfSolipsism Solipsism Frequency Learning about the concept "solipsism". https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#LearningSolipsism Learning Solipsism An activity where Jamie encounters the word "solipsism" in a psychology book. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#RecognisingSolipsism Recognising Solipsism The term "solipsism" and its meaning that Jamie learns. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#Solipsism Solipsism The knowledge about the philosophical concept of solipsism that Jamie acquires and begins to encounter frequently in various contexts. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/Baader-Meinhof%20Phenomenon/Baader-Meinhof%20Phenomenon.owl#SolipsismKnowledge Solipsism Knowledge A biased agent who experiences the Baader-Meinhof phenomenon in our user case. https://raw.githubusercontent.com/ranacoskun/cognitive_bias_ontology/main/cbi.owl#Jamie Jamie