The cognition of music, like that of language, is partly rooted in enculturative processes of implicit and incidental learning. Musicians and nonmusicians alike are commonly found to possess detailed implicit knowledge of musical structure which is acquired incidentally through interaction with large samples of music. This paper reports an experiment combining the methodology of artificial grammar learning with musical acquisition of melodic structure. Participants acquired knowledge of grammatical melodic structures under incidental learning conditions in both experimental and untrained control conditions. (...) Subsequent analysis indicates a large effect of unsupervised online learning in the experimental and control group throughout the course of the testing phase suggesting an effective ongoing learning process. Musicians did not outperform nonmusicians, indicating that musical expertise is not advantageous for the learning of a new, unfamiliar melodic system. Confidence ratings suggest that participants became aware of the knowledge guiding their classification performance despite the incidental learning conditions. (shrink)

In this paper it is argued that qualitative theories (Q-theories) can be used to describe the statistical structure of cross classified populations and that the notion of verisimilitude provides an appropriate tool for measuring the statistical adequacy of Q-theories. First of all, a short outline of the post-Popperian approaches to verisimilitude and of the related verisimilitudinarian non-falsificationist methodologies (VNF-methodologies) is given. Secondly, the notion of Q-theory is explicated, and the qualitative verisimilitude of Q-theories is defined. Afterwards, appropriate measures for (...) the statistical verisimilitude of Q-theories are introduced, so to obtain a clear formulation of the intuitive idea that the statistical truth about cross classified populations can be approached by falsified Q-theories. Finally, it is argued that some basic intuitions underlying VNF-methodologies are shared by the so-called prediction logic, developed by the statisticians and social scientists David K. Hildebrand, James D. Laing and Howard Rosenthal. (shrink)

In a world of ever growing specialization, the idea of a unity of science is commonly discarded, but cooperative work involving cross-disciplinary points of view is encouraged. The aim of this paper is to show with some textual support that Charles S. Peirce not only identified this paradoxical situation a century ago, but he also mapped out some paths for reaching a successful solution. A particular attention is paid to Peirce's classification of the sciences and to his conception (...) of science as a collective and cooperative activity of all those whose lives are animated by the desire to discover the truth. -/- . (shrink)

The brain-computer interface based on functional near-infrared spectroscopy has received more and more attention due to its vast application potential in emotion recognition. However, the relatively insufficient investigation of the feature extraction algorithms limits its use in practice. In this article, to improve the performance of fNIRS-based BCI, we proposed a method named R-CSP-E, which introduces EEG signals when computing fNIRS signals’ features based on transfer learning and ensemble learning theory. In detail, we used the Independent Component Analysis algorithm for (...) the correspondence between the sources of the two signals. We then introduced the EEG signals when computing the spatial filter based on a modified Common Spatial Pattern algorithm. Experimental results on public datasets show that the proposed method in this paper outperforms traditional methods without transfer. In general, the mean classification accuracy can be increased by up to 5%. To our knowledge, it is an innovation that we tried to apply transfer learning between EEG and fNIRS. Our study’s findings not only prove the potential of the transfer learning algorithm in cross-model brain-computer interface, but also offer a new and innovative perspective to research the hybrid brain-computer interface. (shrink)

This article develops a new and expanded interpretation of the typology exclusivism, inclusivism, pluralism. The proposal refines the categories of what was originally a Christian typology in order to provide a truly cross-cultural and interreligious framework to better understand and compare the most common views of religious diversity found not only in Christianity, but also in Buddhism and other religions. Although building upon Schmidt-Leukel's logical reinterpretation of the typology, the article substantially modifies his framework and understands the typology, not (...) as a comprehensive classification of possible attitudes toward other religions, but rather as an open-ended framework to clarify the nature of the most common theologies of religions that exist in reality. The new interpretation provides a more precise definition of inclusivism that does not conflate inclusivism with the affirmation of a singular maximum, thus distinguishing between absolutistic and non-absolutistic forms of inclusivism. The new interpretation introduces an intermediate position between inclusivism and pluralism called pluralistic inclusivism. The article challenges David Ray Griffin's concept of generic pluralism and proposes a new understanding of pluralism indebted to Raimundo Panikkar. (shrink)

The gradual appearance and relative stabilisation of the names of different kinds of martial activities in different cultures and contexts has led to confusion and to an unhelpful and unjustifiable elision of meanings, which merges different modes of combat and other martial activities. To gain a clearer perspective on this area, we must enquire into the criteria according to which the various kinds of martial activities are classified. Our assessment of the literature suggests that there is no satisfactory and well-justified (...) overall cross-cultural account of the classification of martial activities. This paper provides a revisionary classification and offers an explanation and a justification of the five main categories identified: close combat, warrior arts, martial paths, martial arts and martial sports; as well as some minor ones, such as martial training, martial therapy, martial display, martial games and martial dance. (shrink)

Experiencing a stimulus in one sensory modality is often associated with an experience in another sensory modality. For instance, seeing a lemon might produce a sensation of sourness. This might indicate some kind of cross-modal correspondence between vision and gustation. The aim of the current study was to provide explore whether such cross-modal correspondences influence cross-modal integration during perceptual learning. To that end, we conducted 2 experiments. Using a speeded classification task, Experiment 1 established a (...) class='Hi'>cross-modal correspondence between visual lightness and the frequency of an auditory tone. Using a short-term priming procedure, Experiment 2 showed that manipulation of such cross-modal correspondences led to the creation of a crossmodal unit regardless of the nature of the correspondence (i.e., congruent, Experiment 2a or incongruent, Experiment 2b). However, a comparison of priming-effects sizes suggested that cross-modal correspondences modulate cross-modal integration during learning and thus leading to new learned units that have different stability over time. We discuss the implications of our results for the relation between cross-modal correspondence and perceptual learning in the context of a Bayesian explanation of cross-modal correspondences. (shrink)

This article develops a new and expanded interpretation of the typology exclusivism, inclusivism, pluralism. The proposal refines the categories of what was originally a Christian typology in order to provide a truly cross-cultural and interreligious framework to better understand and compare the most common views of religious diversity found not only in Christianity, but also in Buddhism and other religions. Although building upon Schmidt-Leukel's logical reinterpretation of the typology, the article substantially modifies his framework and understands the typology, not (...) as a comprehensive classification of possible attitudes toward other religions, but rather as an open-ended framework to clarify the nature of the most common theologies of religions that exist in reality. The new interpretation provides a more precise definition of inclusivism that does not conflate inclusivism with the affirmation of a singular maximum, thus distinguishing between absolutistic and non-absolutistic forms of inclusivism. The new interpretation introduces an intermediate position between inclusivism and pluralism called pluralistic inclusivism. The article challenges David Ray Griffin's concept of generic pluralism and proposes a new understanding of pluralism indebted to Raimundo Panikkar. (shrink)

Community technology design has been deeply affected by paradigm shifts and dominant discourses of its seminal disciplines, such as Human Computer Interaction, Cultural and Design theories, and Community Development as reflected in Community Narratives. A particular distinction of community technology design endeavours has been their cultural stance, which directs the agendas, interactions, and outcomes of the collaboration. Applying different cultural lenses to community technology design, shifts not only practices but also directs the levels of awareness, thereby unfolding fundamentally distinct cultural (...) engagement approaches. Previous community technology design research indulged in cross-, inter-, and multicultural approaches to community engagement; it was occupied with meticulously deconstructing and reconstructing perspectives, interactions, roles, and agendas. We argue that when deeply immersed in joint design activities in long-term collaborations, we look beyond individual cultures and enter a transcultural mode of engagement. A transcultural community technology design endeavour supports a continuous creation and re-creation of new meanings, originating from individual entities yet being diffused and continuously reflected within the existing design space. We suggest that within community technology design, a context with abundant cultural diversity, a heightened awareness becomes a necessity. We exemplify different instantiations of the cultural engagement approaches within our long-term collaborations and technology design projects with indigenous communities in Malaysian Borneo and Namibia. A transcultural approach to indigenous knowledge preservation and digitisation efforts with indigenous communities opens up a controversial debate about protecting versus integrating local epistemologies. (shrink)

: This paper discusses the American scientist and philosopher Charles S. Peirce's (1839–1914) classification of the sciences from the contemporary perspective of interdisciplinary studies. Three theses are defended: (1) Studies on interdisciplinarity pertain to the intermediate class of Peirce's classification of all science, the sciences of review (retrospective science), ranking below the sciences of discovery (heuretic sciences) and above practical science (the arts). (2) Scientific research methods adopted by interdisciplinary inquiries are cross-categorial. Making them converge to an (...) increasing extent with the sciences of discovery, especially the methodeutic of normative logic, is one of the future challenges for studies on interdisciplinarity. (3) The overall structure of Peirce's classification, were it to be applied in today's situation, would not, in any major respect, be radically different from what it was designed to reflect a hundred years ago, in spite of the virtually exponential creation and production of new domains and the massive increase in investment in research and scientific publication. Accordingly, charges that the sciences of discovery are becoming ever more fragmented are not new. (shrink)

This work contrasts Giovanni Sartor’s view of inferential semantics of legal concepts with a probabilistic model of theory formation. The work further explores possibilities of implementing Kemp’s probabilistic model of theory formation in the context of mapping legal concepts between two individual legal systems. For implementing the legal concept mapping, we propose a cross-categorization approach that combines three mathematical models: the Bayesian Model of Generalization, the probabilistic model of theory formation, i.e., the Infinite Relational Model first introduced by Kemp (...) et al. and its extended model, i.e., the normal-IRM proposed by Herlau et al.. We apply our cross-categorization approach to datasets where legal concepts related to educational systems are respectively defined by the Japanese- and the Danish authorities according to the International Standard Classification of Education. The main contribution of this work is the proposal of a conceptual framework of the cross-categorization approach that, inspired by Sartor, attempts to explain reasoner’s inferential mechanisms. (shrink)

John Doris has recently argued that since we do not possess character traits as traditionally conceived, virtue ethics is rooted in a false empirical presupposition. Gopal Sreenivasan has claimed, in a paper in Mind, that Doris has not provided suitable evidence for his empirical claim. But the experiment Sreenivasan focuses on is not one that Doris employs, and neither is it relevantly similar in structure. The confusion arises because both authors use the phrase ‘cross-situational consistency’ to describe the aspect (...) of character traits that they are concerned with, but neither defines this phrase, and it is ambiguous: Doris uses it in one sense, Sreenivasan in another. Partly for this reason, the objections Sreenivasan raises fail to block the argument Doris provides. In particular, the most reliable data Doris employs, Milgram’s famous study of authority, is entirely immune to Sreenivasan’s objections. Sreenivasan has not shown, therefore, that Doris provides unsuitable evidence for his claim. (shrink)

The distinction between nature and artifice has been definitive for Western conceptions of the role of humans within their natural environment. But the human must already be separated from nature in order to distinguish between nature and artifice. This separation, in turn, facilitates a classification of knowledge in general, typically cast in terms of a hierarchy of sciences that ascends from the natural sciences to the social (or human) sciences. However, this hierarchy considers nature as a substantial foundation upon (...) which artifice operates and to which it responds. Here I examine three inter-related concepts that, by focusing on events rather than substances, operate beyond the nature–artifice distinction and thereby resist the hierarchical classification of the sciences: Foucault’s concept of technology, the concept of milieu as it crosses over historically from physics to biology and anthropology, and Deleuze and Guattari’s reconfiguration of the concept of milieu in terms of their concept of machine. (shrink)

This article develops a new and expanded interpretation of the typology exclusivism, inclusivism, pluralism. The proposal refines the categories of what was originally a Christian typology in order to provide a truly cross-cultural and interreligious framework to better understand and compare the most common views of religious diversity found not only in Christianity, but also in Buddhism and other religions. Although building upon Schmidt-Leukel's logical reinterpretation of the typology, the article substantially modifies his framework and understands the typology, not (...) as a comprehensive classification of possible attitudes toward other religions, but rather as an open-ended framework to clarify the nature of the most common theologies of religions that exist in reality. The new interpretation provides a more precise definition of inclusivism that does not conflate inclusivism with the affirmation of a singular maximum, thus distinguishing between absolutistic and non-absolutistic forms of inclusivism. The new interpretation introduces an intermediate position between inclusivism and pluralism called pluralistic inclusivism. The article challenges David Ray Griffin's concept of generic pluralism and proposes a new understanding of pluralism indebted to Raimundo Panikkar. (shrink)

Ethnobiology has a long tradition of metaphysical debates about the “naturalness,” “objectivity”, “reality”, and “universality” of classifications. Especially the work of Brent Berlin has been influential in developing a “convergence metaphysics” that explains cross-cultural similarities of knowledge systems through shared recognition of objective discontinuities in nature. Despite its influence on the development of the field, convergence metaphysics has largely fallen out of favor as contemporary ethnobiologists tend to emphasize the locality and diversity of classificatory practices. The aim of this (...) article is twofold: First, I provide a historical account of the rise and fall of convergence metaphysics in ethnobiology. I show how convergence metaphysics emerged as an innovative theoretical program in the wake of the “cognitive revolution” and the “modern evolutionary synthesis” but failed to incorporate both theoretical insights and political concerns that gained prominence in the 1980s and 1990s. Second, I develop a positive proposal of how to engage with metaphysical issues in ethnobiology. By integrating traditional research on convergence of classifications with more nuanced accounts of distinctly local categories, a revamped metaphysics of ethnobiological classification can make substantial contributions to debates about ontological difference in anthropology and about the relation between applied and theoretical ethnobiology. (shrink)

Organisms leave a variety of traces in the fossil record. Among these traces, vertebrate and invertebrate paleontologists conventionally recognize a distinction between the remains of an organism’s phenotype and the remains of an organism’s life activities. The same convention recognizes body fossils as biological structures and trace fossils as geological objects. This convention explains some curious practices in the classification, as with the distinction between taxa for trace fossils and for tracemakers. I consider the distinction between “parallel taxonomies,” or (...) parataxonomies, which privileges some kinds of fossil taxa as “natural” and others as “artificial.” The motivations for and consequences of this practice are inconsistent. By comparison, I examine an alternative system of classification used by paleobotanists that regards all fossil taxa as “artificially” split. While this system has the potential to inflate the number of taxa with which paleontologists work, the system offers greater consistency than conventional practices. Weighing the strengths and weaknesses of each system, I recommend that paleontologists should adopt the paleobotanical system more broadly. (shrink)

It is widely understood that protein functions can be exhaustively described in terms of no single parameter, whether this be amino acid sequence or the three-dimensional structure of the underlying protein molecule. This means that a number of different attributes must be used to create an ontology of protein functions. Certainly much of the required information is already stored in databases such as Swiss-Prot, Protein Data Bank, SCOP and MIPS. But the latter have been developed for different purposes and the (...) separate data-structures which they employ are not conducive to the needed data integration. When we attempt to classify the entities in the domain of proteins, we find ourselves faced with a number of cross-cutting principles of classification. Our question here is: how can we bring together these separate taxonomies in order to describe protein functions? Our proposed answer is: via a careful top-level ontological analysis of the relevant principles of classification, combined with a new framework for the simultaneous manipulation of classifications constructed for different purposes. (shrink)

People's desire not to limit the meaning of Hancang driving force, continuous development and self-transcendence, which is people from within and beyond the root driving force. The so-called "inner beyond" is not a process of idealism, which began with the desire, from the bottom of the body, and go up on the layer by layer through the heart of the development process裡and mental flexibility, and would therefore have to enhance and transform. We regard the body as I desire the presence (...) of mode. Significance by the driving force in the body and thus close to the appearance, at first non-verbal, and then eventually completed in the language of representation. Through a variety of different non-linguistic representation, the meaning of the body of the driving force to obtain specific and differentiation, as music, art, dance, drama art form ... ... and so on. These different forms of art of common origins, is made ​​to understand the forms of physical exercise, as they are each other's differences, then is made ​​to understand the form of different, such as voice, image, attitude ... ... and so the nature and rules lawyers, and the rise because of their differences on the artistic and cultural expressions of different, and even the formation of the various arts precinct. In order to film art integrated voice, image and body movement, presented at the time of the current moving image, to the above description of the story. Different types of art is "the desire of the induced mover", which provides clear instructions and guidance In order to man the desire for meaning. The meaning of desire is the driving force of development of art in different fields to cross-border basic driving force. Story has entered into a description of the classification of the appearance of language, its basic features is metaphorical. Cross-disciplinary domain of the past will pin their hopes on the concepts and logical reasoning and arguments permit. Today, the language of metaphor for understanding the nature, making metaphor and narrative clues as cross-domain, and in the humanities, social sciences, natural sciences and even among. The reason why life events, actions and circumstances can be constructed to the story, because there I am with the interaction between multiple otherness, its impetus came from one continuous extrapolation, and extrapolation of each other. And diversity of his stories were always the people the story, and always coming to the multivariate description of those who hear him. Through stories, we witness In order to the meaning of life, but always to witness the way metaphor and description of each story to each other through mutual enrichment. Description of the future, after all, the story, no matter real or imagined, there is established based on the relationship regardless of which I was with him who have the freedom in the relationship, a relationship in freedom. It is also across the world who can not break the fundamental driving force and field-based. This paper assumes that there is an undetermined dynamic energy for meaningfulness in human desire, which develops and transcends any particular realization. This is the original energy by which human beings could attain transcendence by way of immanence, which is not an idealist process, but rather originated from a body-based desire that develops upwards and fuller to integrate the mental and the spiritual. Representability, first non-linguistic and then linguistic, is the access to meaning for our desire that takes body as its mode of existence. Through different forms of representation, such as sounds, pictures and gestures ... etc., the project of meaning is specified. The movement of body in intelligible forms is the common origin of music, dancing and performative arts. Cultural difference and artistic boundaries are based upon differences in the nature and rule of these intelligible forms. The art of filming, which synthesizes image, music and body movement in presenting images moving in time so as to tell stories of various kinds. All forms of art are "inducers of desire" by articulating, determining and guiding our desire for meaning. This dynamic development of our desire for meaning is the common basic energy by which we can cross the borders of different arts. Story-telling presupposes linguistic representation accessible to our meaning dynamism. In the past, concepts and logical reasoning and argumentation were taken to be the hope for interdisciplinary research. But now, with the better understanding we have of the metaphoric nature of language, metaphors and narratives are taken to be the clue for a cross-bordering effort in different sciences, human , social and natural. If there are events, actions and plots in human existence to be constructed as stories, it is because there is always interaction with multiple others, the dynamism of it consisting in our incessant act of strangification and mutual strangification. Stories are always stories about one self with multiple others and told to multiple others. By telling stories, we witness a particular way of meaningful life, always metaphorically interpreted. We achieve mutual enrichment by telling stories to each other. The ultimate foundation of cross-bordering in arts and scientific disciplines consists in the ontology of dynamic relation, in which there is relatedness in freedom and freedom in being related, and this is the ground on which all our life stories, both real and imaginative, are based. (shrink)

This article puts forward a novel class of Bézier smooth semi-supervised support vector machines(BS4VMs) for classification. As is well known, semi-supervised support vector machine is introduced for dealing with quantities of unlabeled data in the real world. Labeled data is utilized to train the algorithm and then adapting it to classify the unlabeled data. However, the objective semi-supervised function is not differentiable globally. It is required to endure heavy burden in solving two quadratic programming problems with inversion matrix operation. (...) To solve this problem, the interpolation Bézier functions for replacing the non-smooth term have been investigated. Firstly, the development of the novel BS4VMs classifier is introduced. Then, the non-linear model and convergence analysis are presented. To show how the BS4VMs can be practically implemented, experiments on synthetic and real data sets are offered. The theoretical analysis and experiments comparisons clearly illustrate the BS4VMs are superior to the proposed methods in both cross-validation classification accuracy and calculating time. (shrink)

Two points are made on the basis of (mainly) the cross-cultural psychological record. The first is that cross-cultural data indicate at least weak, nontrivial constraints on colour classification. The second is that exceptions to cross-cultural regularities as described by Saunders & van Brakel are compatible with the view that constraints on colour categories are probabilistic rather than deterministic.

In “Generalizing Generalizability in Information Systems Research,” Lee and Baskerville try to clarify generalization and classify it into four types. Unfortunately, their account is problematic. We propose repairs. Central among these is our balance-of-evidence argument that we should adopt the view that Hume’s problem of induction has a solution, even if we do not know what it is. We build upon this by proposing an alternative classification of induction. There are five types of generalization: theoretical, within-population, cross-population, contextual, (...) and temporal, with theoretical generalization being across the empirical and theoretical levels and the rest within the empirical level. Our classification also includes two kinds of inductive reasoning that do not belong to the domain of generalization. We then discuss the implications of our classification for information systems research. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Philosophy, Psychiatry, & Psychology 10.1 (2003) 57-62 [Access article in PDF] Listening to People Or Listening to Prozac?Another Consideration of Causal Classifications Jennifer Hansen Keywords causal classification, descriptivism, melancholia, neurasthenia, depression, cultural relativism. The shape and detail of depression have gone through a thousand cartwheels, and the treatment of depression has alternated between the ridiculous and the sublime, but the excessive sleeping, inadequate eating, suicidiality, withdrawal from social (...) interaction, and relentless despair are all as old as the hill tribes, if not as old as the hills. In the years since man achieved the capacity for self-reference, shame has come and gone; treatments for bodily complaints have alternated and crossed with treatments for spiritual ones; pleas to external gods have echoed pleas to internal demons. To understand the history of depression is to understand the invention of human being as we now know and are him. Our Prozac-popping, cognitively focused, semi-alienated postmodernity is only a stage in the ongoing understanding and control of mood and character. (Solomon 2001, 286) ALTHOUGH ANDREW SOLOMON clearly believes that "the shape and detail of depression have gone through a thousand cartwheels," Jennifer Radden gives us pause before assuming that depression is just another name for Dame Melancholy. Solomon's claim depends on a deeper metaphysical claim about the nature of depression and its causes. The current method of psychiatric nosology, descriptivism, does not necessarily support equating melancholia and depression. Furthermore, it appears that adopting descriptivism as the sole method of classifying mental disorders commits us to cultural relativist psychiatry. Below I reconsider whether we want to rule out causal classifications and suggest that embracing both descriptivism and causal classifications offer us greater possibilities in understanding human illness and culture.Although the occasion for Jennifer Radden's essay is to investigate whether or not melancholia and depression refer to the same thing, her essay detours into a consideration of extra-descriptivist models of psychiatric illness versus the descriptivism of current psychiatric nosology. This detour turns out to be warranted; her purely academic question yields to a timelier question concerning the proper methodology for classifying mental disorders. Whereas debates about psychiatric nosology are perennial, the recent success of the new generation of antidepressants [End Page 57] is reviving biological psychiatry and its search for the neurochemical origins of depression. Hence, embedded in Radden's question concerning whether or not melancholia is the same thing as clinical depression, is another important question concerning the causes of mental illness, particularly depression.Currently, with its descriptivist approach, the Diagnostic and Statistical Manual of Mental Disorders (DSM) does not classify mental illness, such as clinical depression, based on underlying causes. The cluster of symptoms and behavioral signs that lead a clinician to diagnose one as depressed that are contained in either the DSM or the International Classification of Diseases (ICD) may be too fuzzy or elusive to give any clear distinction between major depression, mild depression, and the blues. For example, one group of epidemiologists points out that [t]he DSM-III, DSM-III-R, and DSM-IV acknowledge that depression, like many mental disorders, has no currently obvious natural classes... If natural classes of depression exist, then their nosology awaits the discovery of distinct and reliable genetic, biological, clinical, or other predictors of risk, severity, or clinical course. Clinicians have a tradition of separating depressions into subtypes; however, this subtyping has not yet led to clear-cut delineations of syndromes in populations. (Kaelber 1995, 4) The evidence is still insufficient to establish the biological or psychological origins of depression. Although many theories exist that explain why people become depressed, scientifically we are not yet in a position to determine which is the right theory. From a pragmatic perspective, however, whether or not we know what causes depression, we can nonetheless attempt to alleviate suffering from depression. And it is with this goal in mind that the DSM-IV and ICD-10 classify mental disorders.Now, given that our current methodology for psychiatric nosology does not establish causes, it is also insufficient for determining what... (shrink)

This thesis investigates the nature of psychiatric disorders, and to what extent they can form a basis for classification, explanation, and treatment interventions. These questions are important in the light of the “crisis of validity” in psychiatry, according to which current diagnostic categories do not pick out real disorders. I address the questions by defending an account of psychiatric disorders that can better accommodate social aspects and non-epistemic values than the symptom-based model of the Diagnostic and Statistical Manual of (...) Mental Disorders (DSM) and the brain disease model of the biomedical approach, including the Research Domain Criteria (RDoC). I concentrate on three ways that psychiatric disorders can differ from prototypical natural kinds, such as biological species and chemical elements. First, the concept of psychiatric disorder or mental disorder is partly value-laden and cannot be defined based only on scientific facts. Second, the objects of psychiatric classifications are interactive human kinds because people with disorders respond to their classifications through looping effects. Third, sociocultural factors can shape disorders in complex ways, which is indicated by their cross-cultural variation. I argue that these challenges can be overcome with a pluralistic explanatory account that grants an explicit role to value-sensitive considerations and social scientific research. Based on this, I argue that particular disorders can in principle support inductive inferences. ------------------------------------------------------------------------------------------ My key argument is that although whether a condition is considered pathological is partly a value-laden question, this does not rule out a realist account of particular psychiatric disorders as homeostatic property cluster kinds (HPC). I assert that causal mechanisms responsible for psychiatric kinds can be understood non-metaphysically based on the contrastive-counterfactual and interventionist theories of explanation. An advantage of this account is that it can address the concern that psychiatric explanations require one to relate heterogeneous causal factors on different levels, such as genetic, neurological, psychological, and social. My novel argument is that mechanistic explanations of scientific kinds have applicability domains over which they account for specific aspects of kinds and warrant inductive inferences. That is, identifying the applicability domain of an explanation spells out the conditions under which the explanation is expected to be reliable and when it can break down. This helps to understand how different discipline approaches, including social and cultural ones, can be complementary and make an explanation of a psychiatric kind more reliable. On the other hand, the account also shows how the complex nature of psychiatric kinds can license re-classifications for different epistemic and non-epistemic purposes. Finally, in the light of the social implications of psychiatric classifications, I suggest a value-sensitive or ameliorative approach to engineering the concept of psychiatric disorder. In conclusion, my account shows that research on the social and cultural factors that shape psychiatric disorders, and weighing the non-epistemic values that influence classificatory practices, can and should inform classificatory choices as well as policy and treatment interventions. (shrink)

In this paper, the multifeature fusion music classification algorithm and its simulation results are studied by deep confidence networks, the multifeature fusion music database is established and preprocessed, and then features are extracted. The simulation is carried out using multifeature fusion music data. The multifeature fusion music preprocessing includes endpoint detection, framing, windowing, and pre-emphasis. In this paper, we extracted the rhythm features, sound quality features, and spectral features, including energy, cross-zero rate, fundamental frequency, harmonic noise ratio, and (...) 12 statistical features, including maximum value, mean value, and linear slope. A total of 384-dimensional statistical features was extracted and compared with the classification ability of different emotional features. The deficiencies of the traditional classification algorithm are first studied, and then by introducing confusion, constructing multilevel classifiers, and tuning each level of the classifier, better recognition rates than traditional primary classification are obtained. This paper introduces label information for supervised training to further improve the features of multifunctional fusion music. Experiments show that this information has excellent performance in multifunctional fusion music recognition. The experiments compare the multilevel classifier with primary classification, and the multilevel classification with the primary classification and the classification performance is improved, and the recognition rate of the multilevel classification algorithm is also improved over the multilevel classification algorithm, proving that the excellent performance with multiple levels of classification. (shrink)

Handwritten text recognition is considered as the most challenging task for the research community due to slight change in different characters’ shape in handwritten documents. The unavailability of a standard dataset makes it vaguer in nature for the researchers to work on. To address these problems, this paper presents an optical character recognition system for the recognition of offline Pashto characters. The problem of the unavailability of a standard handwritten Pashto characters database is addressed by developing a medium-sized database of (...) offline Pashto characters. This database consists of 11352 character images. Enriched feature extraction techniques of histogram of oriented gradients and zoning-based density features are used for feature extraction of carved Pashto characters. K-nearest neighbors is considered as a classification tool for the proposed algorithm based on the proposed feature sets. A resultant accuracy of 80.34% is calculated for the histogram of oriented gradients, while for zoning-based density features, 76.42% is achieved using 10-fold cross validation. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Legitimacy, Performance, and Political Realism:Response to Ben CrossJiwei Ci (bio)Ben Cross raises important issues in his article and provides a much appreciated occasion for me to join the discussion. He targets his trenchant critique at what he calls Weberian sources of legitimacy, treating my view as a distinctive variation on the Weberian account. I am not sure that the issues on which we differ are most economically framed (...) by drawing Weber so prominently into the debate. Since Cross has already framed the issues in this way, however, I think I can best contribute to the exchange by accepting his terms of reference wherever appropriate and trying to work as fruitfully as possible within them. I will respectfully not take up any of the issues raised in the fourth section of the article, because Cross's use of the notion of civic agency there is so far removed from mine as to leave little room for productive engagement.As Cross notes, Weber identifies three distinct sources of legitimacy (or three types of authority): legality, the traditional, and the charismatic. This, however, is only a typology of specific sources and an incomplete one at that, for it does not cover the two sources that I happen to find most relevant in Democracy in China.1 The teleological legitimacy much discussed in chapter 1 of my book does not come under any of Weber's ideal types and seems to constitute another, distinct ideal type. Nor is the democratic legitimacy based on popular sovereignty that is proposed in chapter 3 as an alternative to teleological legitimacy quite the same as legal authority. It is thus easy to see that—and why—I do not avail myself of what Cross calls the Weberian sources of legitimacy. As a matter of fact, I do not [End Page 149] regard Weber's tripartite classification, regardless of whether it is exhaustive, as the conceptual core of his idea of legitimacy.Cross moves closer to that core when he notes the difference between the type of motive (i.e., non-expedient) that the three Weberian sources of legitimacy are supposed to have in common and the motive of pure expediency. This difference is important because, as Weber puts it in a well-known statement quoted by Cross, "Purely material interests and calculations of advantages as the basis of solidarity between the chief and his administrative staff result, in this as in other connexions, in a relatively unstable situation." Based on Weber's concern with the lack of stability characteristic of relations of pure expediency, Cross is then able to speak of a "Weber-inspired rejection of performance legitimacy." This conclusion, if not exactly mistaken, is nevertheless reached without adequately bringing out the issues involved.Take a close look at the passage in Economy and Society from which the above quote is taken:Purely material interests and calculations of advantages as the basis of solidarity between the chief and his administrative staff result, in this as in other connexions, in a relatively unstable situation. Normally other elements, affectual and ideal, supplement such interests. In certain exceptional cases the former alone may be decisive. In everyday life these relationships, like others, are governed by custom and material calculation of advantage. But custom, personal advantage, and purely affectual or ideal motives of solidarity do not form a sufficiently reliable basis for a given domination. In addition there is normally a further element, the belief in legitimacy.2Here it becomes clear that Weber, even in emphasizing the indispensable role of belief in legitimacy, argues his case much more cautiously and subtly than Cross gives one to understand. To begin with we see Weber take the trouble to stress "purely." We then find three qualifications in a row before Weber allows himself to conclude, as an empirical observation, that "custom, personal advantage, purely affectual or ideal motives of solidarity, do not form a sufficiently reliable basis for a given domination," from which he is apparently compelled to draw the inference that "there is normally a further element, the belief in legitimacy." In an earlier section of Economy and Society Weber makes similar allowances for the empirical proximity of motives... (shrink)

According to Charles S. Peirce and to Mariano Artigas, science is the collective and cooperative activity of all those whose lives are animated by the desire to discover the truth. The particular sciences are branches of a common tree. The unity of science is not achieved by the reduction of the special sciences to more basic ones: the new name for the unity of the sciences is cross-disciplinarity. This is not a union of the sciences themselves, but rather the (...) unity and dialogue of scientists, the real inquirers into the truth. In the light of Peirce’s and Artigas’s teachings, we can see that philosophers are in just the right place to call for this unity of sciences. This call should not be seen as promoting a return to the old scientism, but seeks a deep dialogue between the particular sciences and philosophy in order to deal with the presuppositions of the scientific enterprise. The key to the cross-disciplinarity of knowledge is not revolution, but rather shared efforts in a unique mixture of continuity and fallibilism, of affection and reason, of the attempt to understand others’ disciplines as well as our own. (shrink)

Arrhythmias are irregular heartbeats that may be life-threatening. Proper monitoring and the right care at the right time are necessary to keep the heart healthy. Monitoring electrocardiogram patterns on continuous monitoring devices is time-consuming. An intense manual inspection by caregivers is not an option. In addition, such an inspection could result in errors and inter-variability. This article proposes an automated ECG beat classification method based on deep neural networks to aid in the detection of cardiac arrhythmias. The data collected (...) by an Internet of Things enabled ECG monitoring device are transferred to a server. They are analysed by a deep learning model, and the results are shared with the primary caregiver. The proposed model is trained using the MIT-BIH ECG arrhythmia database to classify into four classes: normal beat, left bundle branch block beat, right bundle branch block beat, and premature ventricular contraction. The received data are sampled with an overlapping sliding window and divided into an 80:20 ratio for training and testing, with tenfold cross-validation. The proposed method achieves higher accuracy with a simple model without any preprocessing when compared with previous works. For the train and test sets, we achieved accuracy rates of 99.09 and 99.03%, respectively. A precision, recall, and F1 scores of 0.99 is obtained. The proposed model achieves its goal of developing a simple and accurate ECG monitoring system with improved performance. This simple and efficient deep learning approach for heartbeat classification could be applied in real-time telehealth monitoring systems. (shrink)

Evolution of cities is a subject of research for over a hundred years in the organization of urban knowledge systems. Locating five key methodological approaches used by urban scholars and practitioners, this paper demonstrates different relationships between urban studies and classification. Five significant themes form the background of urban studies literature. The first theme sources and literature explore organizing urban materials into sources and literature with a unique dimension of spatiality. The second theme discusses three important facets: scale as (...) a geographic unit of analysis and space as an abstract entity and system as a set of interdependent parts of urban places. The third theme, known as “other” urban, argued for the poor treatment of global south and how it builds inclusivity. The fourth theme, classification and retrieval, investigates the relationship between urban materials and user needs. The last theme, classification schemes, highlights subject treatment of urban in the existing library classification schemes. This paper concludes that the five themes discussed point to a model of urban studies classification. However, this model is not just concerned with urban methods, facets and formats, but explores how each theme interconnects with various sets of people-urbanists, practitioners and librarians-and through studying these actors, established boundaries of urban theories, urban librarianship and knowledge organization are crossed. (shrink)

Electrotherapy is a dynamically developing method of treatment of sinus node dysfunction and atrioventricular conduction disturbances. It is an extremely important method used in the treatment of heart failure. The aim of this paper was to use classification trees for the differentiation between patients implanted with one of the three electrotherapy devices, i.e. SC-VVI/aai, DC-DDD, ICD/crt. The analysed data concerned 2071 patients who underwent implantation or device replacement procedures in the years 2010–2018, hospitalized in a coronary care unit. CART-type (...) classification trees with 5-fold cross-validation were used for the analysis. The decision concerning the choice of a particular electrotherapy device is always made based on the latest guidelines and the patient’s clinical condition. The used classification trees may enable verification of the state of implementation of guidelines in real-life therapeutic decisions. (shrink)

This study aims to develop a robust metalearning system for rapid classification on a large number of tasks. The model-agnostic metalearning with the CACTUs method is improved as EW-CACTUs-MAML after integrated with the entropy weight method. Few-shot mechanisms are introduced in the deep network for efficient learning of a large number of tasks. The process of implementation is theoretically interpreted as “gene intelligence.” Validation of EW-CACTUs-MAML on a typical dataset indicates an accuracy of 97.42%, performing better than CACTUs-MAML. At (...) the end of this paper, the availability of our thoughts to improve another metalearning system is also preliminarily discussed based on a cross-validation on another typical dataset. (shrink)

The article reviews about esoteric symbolism of the tree of life in shamanic cultures and oriental traditions including classical Hindu and Buddhist systems, together with various esoteric and indigenous traditions. The very idea of the tree of life, in indigenous cultures, which is often called the ‘world tree’ or ‘shamanic tree’, is connected with human illumination process in the form of mystical or ecstatic experience gained through the process of the self-realization. These various forms of mystico-religious experiences could be found (...) in many religious traditions, considered to be cross-cultural phenomena. The author made an attempt to make a classification of chakras and energetic structure of the human body according to cross-cultural analysis of various cultures. (shrink)

Ship-type identification in a maritime context can be critical to the authorities to control the activities being carried out. Although Automatic Identification Systems has been mandatory for certain vessels, if a vessel does not have them voluntarily or not, it can lead to a whole set of problems, which is why the use of tracking alternatives such as radar is fully complementary for a vessel monitoring systems. However, radars provide positions, but not what they are detecting. Having systems capable of (...) adding categorical information to radar detections of vessels makes it possible to increase control of the activities being carried out, improve safety in maritime traffic, and optimize on-site inspection resources on the part of the authorities. This paper addresses the binary classification problem (fishing ships versus all other vessels) using unbalanced data from real vessel trajectories. It is performed from a deep learning approach comparing two of the main trends, Convolutional Neural Networks and Long Short-Term Memory. In this paper, it is proposed the weighted cross-entropy methodology and compared with classical data balancing strategies. Both networks show high performance when applying weighted cross-entropy compared with the classical machine learning approaches and classical balancing techniques. This work is shown to be a novel approach to the international problem of identifying fishing ships without context. (shrink)

SummaryParadigmatology as a science of structures of reasoning which vary from culture to culture, from profession to profession, and sometimes from individual to individual is outlined, and communication difficulties between paradigms are discussed. Three paradigms are used as examples: hierarchical, unilateral, homogenistic, universalistic, categorical, classificational, deductive, rank‐ordering, competitive paradigm with predetermined universe; individualistic, isolationists, random, nominalistic, atomistic, statistical, probabilistic, egocentric paradigm with thermodynamically and informationally decaying universe; mutualistic, reciprocally interactive, heterogeneity‐creating, network‐structured, relational, contextual, complementary, symbiotic paradigm with self‐generating and self‐organizing (...) universe based on mutual causality and post‐Shannon information theory.Paradigmatologie et son Application à la Communication entre des Domaines de Spécialisation différents, entre des Professions et entre des Cultures. (shrink)

In line with the cross ethnical alliances that the Eurasian community stands for, in this paper we interrogate the possibility of meaningful ways to transcend ‘race’ through the application of critical thinking skills. The methodology proposed combines a brief historical summary of how race has been articulated in history and in science until the discovery of Human DNA with some references to the field of Race Studies. As a social value category, it will be demonstrated that ’race’ has no (...) scientific evidence. In the pursuit of objectively demonstrating that what unites us as humans is much more than what separates us, critical thinking can help us to go beyond nationality and transcend classifications. In doing so, a critical mindset will be underlined as a necessary requirement to increase the degree of rigorous and truthful information generated from the sciences and humanities in the advancement of one human race within Eurasian community and beyond. (shrink)

This article first analyzes the research background of the design elements of cognitive psychology and neural networks at home and abroad, roughly understands the research status and research background of these two courses at home and abroad, and discusses the application of cognitive psychology to neural networks. The design method has not yet formed a systematic theoretical system. Then, a systematic theoretical analysis of the research in this article is carried out to analyze the relationship between the various characteristics of (...) cognitive psychology and the design elements of the neural network, and it uses these relationships to guide the design practice. Second, it analyzes the relationship between the influence and interaction of cognitive psychology on neural network design and connects cognitive psychology with neural network design. Finally, according to the theoretical analysis and research of the system, the application of cognitive psychology in neural network design, design practice, and the relationship between the two are systematically reviewed. Through the exploratory research on cognitive psychology in neural network design, we can see that the combination of neural network design and psychology, art aesthetics, and other cross-disciplinary and multidisciplinary research is necessary, which can promote the scientific and technological progress of neural network design in the context of the information age and the improvement of public mental health. Under the background of the era in which the neural network design becomes the link between people's emotions and culture, we must fully understand the essential role of each element in neural network design and build a design concept based on cognitive psychology and emotional experience. It is hoped that the content of this topic can provide a certain reference value for the future development of neural network design and cognitive psychology and clarify the new development direction. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Philosophy, Psychiatry, & Psychology 10.1 (2003) 63-66 [Access article in PDF] The Pragmatics of Psychiatry and the Psychiatry of Cross-Cultural Suffering Jennifer Radden I AM IN SUBSTANTIAL AGREEMENT with many of the conclusions David Brendel draws in his thoughtful discussion. Misleading language aside, I particularly applaud his use of my plea for ontological descriptivism to support clinical practice, which respects, as he puts it, the subjectively "melancholic" person (...) living behind the objectively "depressed" clinical presentation.Brendel offers two main critiques of my discussion about the relationship between today's depression and melancholia of past eras. First, he asserts that I neglect the relevance of causal reasoning in my preference for a descriptivist over a causal ontology. Second, arguing that pragmatic considerations ought to be, as he says, front and center when philosophers and psychiatrists "grapple with the complexities of psychiatric explanation," (Brendel 2003, 54) he questions what he sees as my too ready dismissal of pragmatism in this discussion. Allegiance to pragmatism seems to me to sit strangely with support for a causal ontology, as I shall try to demonstrate. But first let me comment on these two sides of Brendel's commentary.The case of Van Gogh's alleged melancholia is particularly well chosen because there has been continuing debate about Van Gogh's condition, including scholarly work attributing it to an inherited metabolic disorder (Arnold 1992). Brendel's suggestion that a causal ontology might allow us to use historical evidence to throw light on the relation between depression and melancholia is an interesting and fruitful one that I had overlooked. Brendel also holds hope for drug cartography as a means of determining the causes of mental disorders. I admit to the initial plausibility of the approach to classification employed by drug cartography, of course. Diagnostic maps must be evaluated according to their effectiveness for the purposes they serve, and cannot—or should not—be seen as mere descriptions of natural phenomena. And maps based on psychopharmacological effects will serve one of the most important purposes we can have in relation to mental disorders: their successful treatment. Nonetheless, as I indicated in my essay, there are conceptual limitations to drug cartography. That several different syndromes respond to the same drug is suggestive, but it does not tell us anything definitive about structural similarities or differences between those different disorders. Nor, from the fact that a condition is alleviated by drugs, does it follow that a particular brain state was the initiating cause of that condition.My dismissal of a pragmatic approach in the foregoing discussion may have been overly hasty. [End Page 63] But in trying to make good this omission, I find myself struck by the complexity of the task. There appear to be at least five different places where a pragmatic response might be called for: (1) in deciding what to say about the relationship between depression and melancholia; (2) in determining the structure of any given psychiatric classification; (3) in choosing between what I have called descriptivist and causal ontologies; (4) in electing a course or method of treatment in the clinical context; and (5) in evaluating psychiatric explanations.With regard to (1), I have sketched in a note one pragmatic consideration in favor of equating melancholia and depression: by so doing, we might reinvest depressive states with some of the glamorous associations from the past and so diminish the stigma and provide some compensation and consolation for the suffering attaching to depression. Pragmatic reasoning may be perfectly appropriate here. I beg to point out that pragmatic considerations let me neglect it.With regard to (2), I recognize that psychiatric classifications are not so much identifications of natural kinds as responses to our various purposes; indeed, this point is offered as one drawback of adopting a causal analysis, because there is little reason to expect our purposes, which are a product of culture, to correspond to natural arrangements, which are not.With regard to (3), if there were overriding pragmatic considerations that favored accepting one or the other of these ontologies, then perhaps this would be... (shrink)

Burnout was recently declared by WHO as an “occupational phenomenon” in the International Classification of Diseases 11th revision, recognizing burnout as a serious health issue. Earlier studies have shown that feelings of guilt appear to be involved in the burnout process. However, the exact nature of the relationships among burnout, guilt and psychosomatic disorders remains unclear. The purpose of this study was to investigate the mediator role of feelings of guilt in the relationship between burnout and psychosomatic disorders, and (...) perform a cross-cultural validation of the multi-dimensional model by Gil-Monte in two samples of teachers. The study sample was composed of 1,266 teachers, 1,062 from Spain, and 204 from Portugal. Burnout was measured by the Spanish Burnout Inventory. Hypotheses were tested together in a path model. The results obtained provide empirical evidence for the mediator role of guilt in the relationship between the Burnout syndrome and psychosomatic disorders in the sample of teachers from Spain and Portugal, and they contribute to the empirical validation of the model by Gil-Monte. The results indicate that guilt should be incorporated as a symptom of burnout in order to identify individuals affected by burnout and profiles or types of burnout to differentiate it from other pathologies like depression. (shrink)

Linguistic communication is an important part of the cross-cultural perspective, and linguistic textual emotion recognition is a key massage in interpersonal communication. Spanish is the second largest language system in the world. The purpose of this paper is to identify the emotional features in Spanish texts. The improved BiLSTM framework is proposed. We select three widely used Spanish dictionaries as the datasets for our experiments, and then we finally obtain text sentiment classification results through text preprocessing, text emotion (...) feature extraction, text topic detection, and emotion classification. We inserted the attention mechanism in the improved BiLSTM framework. It enables the shared feature encoder to obtain weighted representation results in the extraction of emotion features, which enhances the generalization ability of the model for text emotion feature recognition. Experimental results demonstrate that our approach performs better for specialized Spanish dictionary datasets. In terms of emotion recognition accuracy, the average value is as high as 76.21%. The overall performance outperforms current comparable machine learning methods and convolutional neural network methods. (shrink)

As an important component to promote the development of affective brain–computer interfaces, the study of emotion recognition based on electroencephalography (EEG) has encountered a difficult challenge; the distribution of EEG data changes among different subjects and at different time periods. Domain adaptation methods can effectively alleviate the generalization problem of EEG emotion recognition models. However, most of them treat multiple source domains, with significantly different distributions, as one single source domain, and only adapt the cross-domain marginal distribution while ignoring (...) the joint distribution difference between the domains. To gain the advantages of multiple source distributions, and better match the distributions of the source and target domains, this paper proposes a novel multi-source joint domain adaptation (MSJDA) network. We first map all domains to a shared feature space and then align the joint distributions of the further extracted private representations and the corresponding classification predictions for each pair of source and target domains. Extensive cross-subject and cross-session experiments on the benchmark dataset, SEED, demonstrate the effectiveness of the proposed model, where more significant classification results are obtained on the more difficult cross-subject emotion recognition task. (shrink)

Due to the non-invasiveness and high precision of electroencephalography, the combination of EEG and artificial intelligence is often used for emotion recognition. However, the internal differences in EEG data have become an obstacle to classification accuracy. To solve this problem, considering labeled data from similar nature but different domains, domain adaptation usually provides an attractive option. Most of the existing researches aggregate the EEG data from different subjects and sessions as a source domain, which ignores the assumption that the (...) source has a certain marginal distribution. Moreover, existing methods often only align the representation distributions extracted from a single structure, and may only contain partial information. Therefore, we propose the multi-source and multi-representation adaptation for cross-domain EEG emotion recognition, which divides the EEG data from different subjects and sessions into multiple domains and aligns the distribution of multiple representations extracted from a hybrid structure. Two datasets, i.e., SEED and SEED IV, are used to validate the proposed method in cross-session and cross-subject transfer scenarios, experimental results demonstrate the superior performance of our model to state-of-the-art models in most settings. (shrink)

In this article, we reflect critically on how moral actions are categorised in some recent studies on moral spillovers. Based on classic concepts from moral philosophy, we present a framework to categorise moral actions. We argue that with a finer classification of moral values, associated behaviour is better understood, and this understanding helps to identify the conditions under which moral licensing takes place. We illustrate our argument with examples from the literature on pro-environmental behaviours. Moral spillovers are frequently studied (...) in this behavioural domain and to understand what causes their occurrence is highly (policy) relevant if we wish to promote sustainable behaviour. (shrink)

Levels of Analysis in Psychopathology draws research from psychiatry, philosophy, and psychology to explore the variety of explanatory approaches for understanding the nature of psychiatric disorders both in practice and research. The fields of psychiatry and clinical psychology incorporates many useful explanatory approaches and this book integrates this range of perspectives and makes suggestions about how to advance etiologic theories, classification, and treatment. The editors have brought together leading thinkers who have been widely published and are well-respected in their (...) area of expertise, including several developers of the Diagnostic and Statistical Manual of Mental Disorders and authors of the US National Institute of Mental Health's Research Domain Criteria Project (RDoC). Each main chapter has a commentary provided by one of the other authors and an introduction written by one of the editors to create an accessible, interdisciplinary dialog. (shrink)

Several critics of realist theories of political legitimacy have alleged that it possesses a problematic bias towards the status quo. This bias is thought to be reflected in the way in which these...

BackgroundThe 11th revision of the International Classification of Diseases included two distinct trauma-related diagnoses—Posttraumatic Stress Disorder and Complex Posttraumatic Stress Disorder. The initial diagnostic factor for both disorders is exposure to a traumatic event. This study aimed to explore whether exposure to different traumatic experiences distinguish risk for PTSD and CPTSD.MethodsThe study sample comprised 158 trauma-exposed participants, Mage = 33.61. The Life Events Checklist-Revised was used to evaluate trauma exposure, and the International Trauma Questionnaire was used to assess risk (...) for ICD-11 PTSD and CPTSD. Multinomial logistic regression was used to determine traumatic events as predictors of risk for PTSD and CPTSD.ResultsAnalysis revealed that sexual abuse experienced in childhood or adulthood was associated with both PTSD and CPTSD. History of other unwanted sexual experiences and childhood physical abuse predicted CPTSD compared to PTSD, whereas exposure to natural disasters predicted PTSD compared to CPTSD.ConclusionsThe results showed that experiences of certain traumatic events, such as sexual trauma, childhood physical abuse or natural disasters, might help distinguish risk for PTSD and CPTSD. Nevertheless, future studies on specific aspects of trauma exposure are necessary. (shrink)