Através da inquirição filosófica, objetiva-se estabelecer contornos nítidos entre definições precedentes ao Behaviorismo Radical, através de incursões conceituais nesse campo do saber. Evidenciam-se os pressupostos filosóficos que alicerçam o campo conceitual da filosofia da ciência do comportamento.

Livro-texto de introdução à lógica, com (mais do que) pitadas de filosofia da lógica, produzido como uma versão revista e ampliada do livro Forallx: Calgary. Trata-se da versão de 13 de outubro de 2022. Comentários, críticas, correções e sugestões são muito bem-vindos.

The dynamic of changes in the rules in team games materialize from research and debate between experts and coaches before being implemented by the International Federations. In Handball, the last changes occurred in 2016, and one of them was to substitute the goalkeeper with an additional field player allowing teams to play “empty goal” while using the additional field player.This study aimed to analyze and characterize the use of the 7 vs. 6 strategical-tactical option for the attack in the 2020 (...) Men’s European Championship. We also analyzed whether the game time and partial score influenced the use of 7 vs. 6 and its efficiency. Observational methodology and a mixed ad hoc instrument combining field format and category systems validated by experts were used. Data were taken from 28 matches involving teams in the first 12 positions in the 2020 Men’s European Championship. The total number of offensive sequences in an organized attack method in 7 vs. 6 with an empty goal were analyzed. Sequential analysis techniques with lags, prospective and retrospective, and polar coordinate analysis were used. The results showed that these solutions had poor efficiency, except for the Portuguese National Team; teams using the 7 vs. 6 tactic option had no negative consequences or increased risk with the opponent response; partial score influenced the decision to use 7 vs. 6 strategic option, and game time was associated with 7 vs. 6 play options and detected patterns. (shrink)

A number of philosophers have recently suggested that some abstract, plausibly non-causal and/or mathematical, explanations explain in a way that is radically dif- ferent from the way causal explanation explain. Namely, while causal explanations explain by providing information about causal dependence, allegedly some abstract explanations explain in a way tied to the independence of the explanandum from the microdetails, or causal laws, for example. We oppose this recent trend to regard abstractions as explanatory in some sui generis way, and argue (...) that a prominent ac- count of causal explanation can be naturally extended to capture explanations that radically abstract away from microphysical and causal-nomological details. To this end, we distinguish di erent senses in which an explanation can be more or less abstract, and analyse the connection between explanations’ abstractness and their explanatory power. According to our analysis abstract explanations have much in common with counterfactual causal explanations. (shrink)

This article deals with public manifestations of Catholic religious officials, members of the hierarchy and recognized laity, in the context of the discussion of the National Education Plan - PNE. The focus of the analysis is a condemnation of what they call "gender ideology", present in the proposal document. Such manifestations are the reaffirmation of a conception of human beings as subject to the inexorable "laws of nature" that determine a social order marked by the rigid distinction of roles assigned (...) to women and men. The texts published at the time reveal changes and continuities in the Catholic discourse in its reference to "nature", understood in its biological materiality, as an unswerving fact of human reality, consisting in two sexes must unite under the "natural order". Gender theories are blamed by family disintegration, for providing support to new understandings of humanity, no longer based on bipolarity: men / women. A non extensive dossier of these texts formed the basis for the proposed analyzes. (shrink)

Probabilism is committed to two theses: 1) Opinion comes in degrees—call them degrees of belief, or credences. 2) The degrees of belief of a rational agent obey the probability calculus. Correspondingly, a natural way to argue for probabilism is: i) to give an account of what degrees of belief are, and then ii) to show that those things should be probabilities, on pain of irrationality. Most of the action in the literature concerns stage ii). Assuming that stage i) has been (...) adequately discharged, various authors move on to stage ii) with varied and ingenious arguments. But an unsatisfactory response at stage i) clearly undermines any gains that might be accrued at stage ii) as far as probabilism is concerned: if those things are not degrees of belief, then it is irrelevant to probabilism whether they should be probabilities or not. In this paper we scrutinize the state of play regarding stage i). We critically examine several of the leading accounts of degrees of belief: reducing them to corresponding betting behavior (de Finetti); measuring them by that behavior (Jeffrey); and analyzing them in terms of preferences and their role in decision-making more generally (Ramsey, Lewis, Maher). We argue that the accounts fail, and so they are unfit to subserve arguments for probabilism. We conclude more positively: ‘degree of belief’ should be taken as a primitive concept that forms the basis of our best theory of rational belief and decision: probabilism. (shrink)

Recently, there has been much research into conceptual engineering in connection with feminist inquiry and activism, most notably involving gender issues, but also sexism and misogyny. Our paper contributes to this research by explicating, in a principled manner, a series of other concepts important for feminist research and activism, to wit, feminist political identity terms. More specifically, we show how the popular Conceptual Spaces Framework (CSF) can be used to identify and regiment concepts that are central to feminist research, focusing (...) especially on feminism in France. According to the CSF, concepts can be represented geometrically, as regions in similarity spaces. A particular strength of the CSF framework is its empirically-focused methodology, which allows researchers to infer the boundaries of concepts from empirical data, thus eliminating the need to strongly rely on intuitions about meanings. This is shown to be especially valuable for the explication of concepts relating to feminist political identity, given that the intuitions of feminist scholars and activists about what would appear to be core concepts in the area tend to be poorly aligned or even conflicting. We report the results from an empirical categorization study conducted among French feminists and show how they support the view that the CSF can contribute to both the conceptual engineering project and our understanding of the structure of social reality. (shrink)

Objectification is a notion central to contemporary feminist theory. It has famously been associated with the work of anti-pornography feminists Catharine MacKinnon and Andrea Dworkin, and more recently with the work of Martha Nussbaum. However, objectification is a notion that has not yet been adequately defined. It has been used rather vaguely to refer to a broad range of cases involving, in some way or another, the treatment of a person as an object. My purpose in this paper is to (...) offer a plausible understanding of objectification. I do that by focusing on the work of four prominent thinkers: Immanuel Kant, and contemporary feminists Catharine MacKinnon, Andrea Dworkin and Martha Nussbaum. Through drawing on these thinkers' conceptions of objectification, I am finally led to a more complete and coherent understanding of this notion. (shrink)

I show that the Lottery Paradox is just a version of the Sorites, and argue that this should modify our way of looking at the Paradox itself. In particular, I focus on what I call “the Cut-off Point Problem” and contend that this problem, well known by Sorites scholars, ought to play a key role in the debate on Kyburg’s puzzle. Very briefly, I show that, in the Lottery Paradox, the premises “ticket n°1 will lose”, “ticket n°2 will lose”… “ticket (...) n°1000 will lose” are equivalent to soritical premises of the form “~(the winning ticket is in {…, (tn)}) ⊃ ~(the winning ticket is in {…, tn, (tn + 1)})” (where “⊃” is the material conditional, “~” is the negation symbol, “tn” and “tn + 1” are “ticket n°n” and “ticket n°n + 1” respectively, and “{}” identify the elements of the lottery tickets’ set. The brackets in “(tn)” and “(tn + 1)” are meant to point out that in the antecedent of the conditional we do not always have a “tn” (and, as a result, a “tn + 1” in the consequent): consider the conditional “~(the winning ticket is in {}) ⊃ ~(the winning ticket is in {t1})”). As a result, failing to believe, for some ticket, that it will lose comes down to introducing a cut-off point in a chain of soritical premises. In this paper I explore the consequences of the different ways of blocking the Lottery Paradox with respect to the Cut-off Point Problem. A heap variant of the Lottery Paradox is especially relevant for evaluating the different solutions. One important result is that the most popular way out of the puzzle, i.e., denying the Lockean Thesis, becomes less attractive. Moreover, I show that, along with the debate on whether rational belief is closed under classical logic, the debate on the validity of modus ponens should play an important role in discussions on the Lottery Paradox. -/- . (shrink)

Kant has famously argued that monogamous marriage is the only relationship where sexual use can take place "without degrading humanity and breaking the moral laws." Kantian marriage, however, has been the target of fierce criticisms by contemporary things: it has been regarded as flawed and paradoncal, as being deeply at odds with feminism, and, at best, as plainly uninteresting. In this paper, I argue that Kantian marriage can indeed survive these criticisms. Finally, the paper advances the discussion beyond marriage. Drawing (...) on Kant 's conception of friendship, I suggest that he might have overlooked the possibility of sex being morally permissible in yet another context. (shrink)

ABSTRACT Our aim in this article is to offer a new justification for preferring theories that are more quantitatively parsimonious than their rivals. We discuss cases where it seems clear that those involved opted for more quantitatively parsimonious theories. We extend previous work on quantitative parsimony by offering an independent probabilistic justification for preferring the more quantitatively parsimonious theories in particular episodes of theory choice. Our strategy allows us to avoid worries that other considerations, such as pragmatic factors of computational (...) tractability and so on, could be the driving ones in the historical cases under consideration. _1_ Introduction _2_ Three Desiderata _2.1_ Limiting _2.2_ Robustness _2.3_ Breadth _2.3.1_ A limited success for Baker _2.3.2_ Rejecting Baker’s analysis _2.4_ The proposal _3_ Probabilistically Additive Hypotheses and a Bayesian Account: The Limpid Rationale Relativized and Reconsidered _3.1_ Neutrinos and beta decay _3.2_ Avogadro’s hypothesis _3.3_ Postulation of Neptune _4_ Conclusion. (shrink)

A frequent justification in the literature for using stated preference methods (SP) is that they are the only methods that can capture the so-called total economic value (TEV) of environmental changes to society. Based on follow-up interviews with SP survey respondents, this paper addresses the implications of that argument by shedding light on the construction of TEV, through respondents’ perspective. It illuminates the deficiencies of willingness to pay (WTP) as a measure of value presented as three aggregated themes considering respondents’ (...) unintentionality, their retraction once they understood that their WTP could be decisive in cost-benefit analysis and the inherent incompleteness of WTP. We discuss why the TEV discourse persists, how it conceals rather than reveals broader notions of value and in what ways our results support the development of alternative approaches that truly endorse plurality in environmental valuation and decision-making. (shrink)

Sección I. Aportes desde las epistemologías feministas -- Sección II. Posturas éticas en las antropologías feministas -- Sección III. Protagonistas diversas, voces multisituadas -- Sección IV. La antropología y el feminismo: narraciones en primera persona sobre experiencias de investigación y docencia -- Sección V. Expresiones contemporáneas de la violencia.

Background:The theoretical framework of Jϋrgen Habermas suggests that effective communication requires competent participants with an objective attitude that complies with the rules and worlds designated as objective, social and subjective. This situation determines communicative action, which stimulates the search for mutual understanding and results in a process of interaction that promotes self-determination.Objectives:In this study, the discharge letters of patients with myocardial infarction were explored regarding the provision of information. The patient’s right to information and the duty of informing were analysed (...) according to the perspective of Jϋrgen Habermas.Research design:This was a cross-sectional analysis (from a broader longitudinal study) of all discharge letters that were directly related to nursing interventions regarding the provision of information to 106 patients. In this major study, the difficulties faced by patients who experienced a myocardial infarction and the changes in their lifestyles were analysed based on the type of information received.Ethical considerations:The hospital Ethics Committee approved the study, which complied with ethical principles and required informed consent.Findings:In the nursing letters, interventions related to the provision of information were conducted at an average of 3.59 interventions per patient. For 8.5% of the patients, however, no interventions related to the provision of information were performed. The most common area of information during hospitalisation was related to the management of signs and symptoms and applied to 90.6% patients.Discussion:The nursing interventions did not cover patient education, transition processes or awareness of the disease. Thus, the right to information can be questioned.Conclusion:Information is a right, and communication is extremely important. Health professionals should be aware of this importance regarding both care management and the satisfaction guarantee. The sharing of information by health professionals based on their competency is essential for patients to exercise their right to self-determination and decision-making. (shrink)

This paper generalizes the (epistemic) preface paradox beyond the principle of belief aggregation and constructs a similar paradox for deontic reasoning. The analysis of the deontic case yields a solution strategy---restricting belief/obligation aggregation rather than giving it up altogether---that can be transferred to the epistemic case. Our proposal amounts to a reasonable compromise between two goals: (i) sticking to bridge principles between evidence and belief, such as the Lockean Thesis, and (ii) obtaining a sufficiently strong logic of doxastic and deontic (...) reasoning. (shrink)

Volume 20, Issue 10, October 2020, Page 32-33.

At the heart of Kantian theory lies the prohibition against treating humanity merely as a means. Two of the most influential interpretations of what this means are Wood's and O'Neill's. Drawing on these thinkers' ideas, Kerstein formulates two accounts of what is involved in the idea of treating a person merely as a means: the and accounts. Kerstein's attempt is to show that they are problematic. He introduces his to alleviate the problems they face. I argue that the end-sharing and (...) possible consent accounts are not vulnerable to Kerstein's criticism. However, they both face a shortcoming: they fail to support the Kantian conclusion that the prostitute and the servile person are treated merely as means. Through reconstructing these accounts, I surmount this difficulty. Moreover, my proposal helps Kerstein's own account overcome a problem he admits it has, without the need to resort to consequentialism. (shrink)

The notions of ground and ontological dependence have made a prominent resurgence in much of contemporary metaphysics. However, objections have been raised. On the one hand, objections have been raised to the need for distinctively metaphysical notions of ground and ontological dependence. On the other, objections have been raised to the usefulness of adding ground and ontological dependence to the existing store of other metaphysical notions. Even the logical properties of ground and ontological dependence are under debate. In this article, (...) I focus on how to account for the judgements of non-symmetry in several of the cases that motivate the introduction of notions like ground and ontological dependence. By focusing on the notion of explanation relative to a theory, I conclude that we do not need to postulate a distinctively asymmetric metaphysical notion in order to account for these judgements. (shrink)

This paper investigates frequency effects in the L2 acquisition of the catenative verb construction by German learners of English from a usage-based perspective by presenting findings from two experimental studies and a complementary corpus study. It was examined if and to what extent the frequency of the verb in the catenative verb construction affects the choice of the target-like complement type and if the catenative verb construction with a to-infinitive complement, which is highly frequent in English, is more accurately acquired (...) and entrenched than the less frequent variant with an -ing complement. In all three studies, the more frequent construction with a to-infinitive yielded higher numbers of target-like complement choices. Furthermore, it was shown that the verb’s faithfulness to the construction made a significant prediction of a target-like complement preference. It is argued that a higher faithfulness promotes a target-like entrenchment of the construction and motivates a taxonomic generalisation across related exemplars. Furthermore, the results provide support for the idea that the mental representation of language is comprised of item-specific as well as more abstract schema knowledge, where frequency determines the specificity with which the construction is entrenched. (shrink)

Neste artigo pretendemos discutir a noção de construção da mente consciente a partir da perspectiva de Antonio Damásio. Para isso, centraremos nossa análise em Self comes to Mind. Em um primeiro momento é necessário delimitarmos o conceito de consciência na visão de Damásio, visando, com isso, a evitarmos equivocidades, na medida em que há várias definições de consciência. Acreditamos que, para uma melhor compreensão acerca do surgimento da mente consciente, é necessário levarmos em consideração os processos evolutivos aos quais o (...) homem está sujeito. A consciência é, pois, fruto de um desenvolvimento evolutivo já bem estabelecido pela ciência. Compreender o desenvolvimento evolutivo do self se torna tarefa de suma importância, na medida em que Damásio estrutura sua compreensão de mente consciente a partir do papel desempenhado pelo self na tarefa de agregar conteúdos mentais. Para Damásio, a origem da mente está associada ao momento em que um processo do self é adicionado a um processo mental básico. Quando não ocorre um self na mente, esta mente não é propriamente consciente, o que significa dizer que é o self que garante consciência a uma mente. Isso quer dizer que precisaremos discutir de forma clara e distinta o conceito de self e seus estágios, para que finalmente possamos entender os passos delimitados por Damásio para discutir a construção da mente consciente. (shrink)

Este artigo objetiva estudar o potencial de significação das fotografias em livros didáticos para o Ensino Fundamental. Utilizando como base a teoria semiótica de Charles Sanders Peirce, foi realizada uma análise comparativa entre fotografias publicadas em três diferentes edições de livros de História, de um único autor. Com base nas análises, pudemos identificar os potenciais de significação dos diferentes tipos de fotografias.

O texto objetiva a discussão de como o design de embalagem contribui para construção da identidade de um produto no segmento de marca própria. Para isso, foi realizada uma análise comparativa entre embalagens de produtos da marca Qualitá, e embalagens de marcas líderes, onde verificou-se que as embalagens de marca própria utilizam-se de estratégias de semelhança e diferença para criar a sua identidade.

Ricardo Piglias Kriminalromane haben das Genre kritisch beleuchtet und erneuert. Die Untersuchung kapitalismus- und erkenntniskritischer Perspektiven in Plata quemada, Blanco nocturno und El camino de Ida verbindet literaturtheoretische mit -historischen Reflexionen. Ausgehend von der These, dass die bürgerlich-kapitalistische Gesellschaft sowie Diskurse um Aufklärung und Positivismus zentrale Entstehungsbedingungen des Kriminalromans sind, wird nach den Möglichkeiten und Grenzen ihrer Kritik sowie einer dem Genre inhärenten Dialektik gefragt. Mithilfe marxistischer und poststrukturalistischer Ansätze werden Piglias Romane vor dem Hintergrund des argentinischen Kontexts als postmoderne (...) littérature engagée analysiert. Die Arbeit wurde 2023 mit dem Elise Richter-Preis des Deutschen Romanistenverbands ausgezeichnet. (shrink)

Objective: To investigate the relationship between psychological empowerment, psychological capital, job involvement, and the retention intention of kindergarten teachers in mainland China and the internal mechanism of action.Methods: A total of 554 kindergarten teachers were investigated by scales for psychological empowerment, psychological capital, job involvement, and retention intention.Results: Psychological empowerment was positively correlated with psychological capital and job involvement. Psychological capital was positively correlated with job involvement. Psychological empowerment, psychological capital, and job involvement were significantly and positively correlated with retention (...) intention. Psychological empowerment influences kindergarten teachers' retention intention mainly through three indirect effects: the single intermediary effects of psychological capital and job involvement and the chain intermediary effect of psychological capital → job involvement.Conclusion: Psychological empowerment can not only indirectly predict the retention intention of kindergarten teachers through the single intermediary effects of psychological capital and job involvement, but also indirectly predict the retention intention of kindergarten teachers through the chain intermediary effect of psychological capital and job involvement. (shrink)

The problem of explanatory non-symmetries provides the strongest reason to abandon the view that laws can figure in explanations without causal underpinnings. I argue that this problem can be overcome. The solution that I propose starts from noticing the importance of conditions of application when laws do explanatory work, and I go on to develop a notion of nomological dependence that can tackle the non-symmetry problem. The strategy is to show how a strong notion of counterfactual dependence as guaranteed by (...) the laws is a plausible account of what we aim towards when we give law-based explanations. The aim of this project is not to deny that causal relations can do explanatory work but to restore laws of nature as capable of being explanatory even in the absence of any knowledge of causal underpinnings. (shrink)

This research aims to determine which dimensions of online convenience influence generation z consumers’ cognitive and affective attitudes and online impulsive buying behavior. The moderating effect of social media celebrity is also investigated to examine the attitude-behavior gap. A total of 348 responses from Chinese users who followed digital celebrities were received using purposive sampling. Data analysis and hypothesis testing were carried out using SmartPLS, version 3. The results indicated that relationship convenience, possession convenience, post possession conveniences, transaction convenience, and (...) evaluation convenience have a crucial impact on cognitive and affective attitudes. Similarly, cognitive and affective attitudes are significant and positive predictors of generation z consumers’ online impulsive buying behavior. Moreover, empirical results supported the moderating role of social media celebrities that aid marketers in selecting a product endorser. The implications for marketers and policymakers are discussed based on the above research findings. Moreover, future research directions are suggested. (shrink)

For Schopenhauer, life is pain, and we are in need of a release from it. Death offers this release and should therefore be considered as a good thing, something desirable, a friend. He is well aware, however, that it is far from easy to reconcile ourselves with the idea of death. The purpose of this paper is to navigate the path towards the possibility of consolation in Schopenhauer’s philosophy. Quite remarkably, Schopenhauer is not only successful in consoling us for death; (...) he also offers an equally important consolation for life. (shrink)

This article inspects Peirce’s resonances on Deleuze’s semiotic. Whereas most of the literature agrees that Deleuze adapts Peirce’s semiotic to serve his Bergsonian-based theory of sign, this article claims that the relationship of Deleuze with Peirce’s writings is more foliated than it may appear at first. The development of this hypothesis invites to trace back Deleuze’s works before his very acquaintance with Peirce in the 1980s. Therefore, one of Peirce’s classical issues – the role that relations and habits play for (...) the triadic conception of sign – is considered with Deleuze’s early studies, in which he developed this same issue as to approach Hume and Proust. This background echoes years later in Deleuze’s incursion to Peirce’s semiotic in the 1980s ninety-two classes and two books on cinema. In fact, Deleuze’s own triadic conception of sign and his acknowledged pragmatist inclination prove to be closer to Peirce’s pragmatism than the scholarly literature tends to think or argue. The aim of this article is not, however, to build an overwhelming philosophical identity between Deleuze and Peirce, it sets up instead a steadier basis from where to understand their differences. Deleuze’s ignored five-year long lectures on cinema shows to be exegetically revealing with respect to his debts towards Peirce. (shrink)

A frequent justification in the literature for using stated preference methods (SP) is that they are the only methods that can capture the so-called total economic value (TEV) of environmental changes to society. Based on follow-up interviews with SP survey respondents, this paper addresses the implications of that argument by shedding light on the construction of TEV, through respondents' perspective. It illuminates the deficiencies of willingness to pay (WTP) as a measure of value presented as three aggregated themes considering respondents' (...) unintentionality, their retraction once they understood that their WTP could be decisive in cost-benefit analysis and the inherent incompleteness of WTP. We discuss why the TEV discourse persists, how it conceals rather than reveals broader notions of value and in what ways our results support the development of alternative approaches that truly endorse plurality in environmental valuation and decision-making. (shrink)

I argue that we should solve the Lottery Paradox by denying that rational belief is closed under classical logic. To reach this conclusion, I build on my previous result that (a slight variant of) McGee’s election scenario is a lottery scenario (see Lissia 2019). Indeed, this result implies that the sensible ways to deal with McGee’s scenario are the same as the sensible ways to deal with the lottery scenario: we should either reject the Lockean Thesis or Belief Closure. After (...) recalling my argument to this conclusion, I demonstrate that a McGee-like example (which is just, in fact, Carroll’s barbershop paradox) can be provided in which the Lockean Thesis plays no role: this proves that denying Belief Closure is the right way to deal with both McGee’s scenario and the Lottery Paradox. A straightforward consequence of my approach is that Carroll’s puzzle is solved, too. (shrink)

The paper’s target is the historically influential betting interpretation of subjective probabilities due to Ramsey and de Finetti. While there are several classical and well-known objections to this interpretation, the paper focuses on just one fundamental problem: There is a sense in which degrees of belief cannot be interpreted as betting rates. The reasons differ in different cases, but there’s one crucial feature that all these cases have in common: The agent’s degree of belief in a proposition A does not (...) coincide with her degree of belief in a conditional that A would be the case if she were to bet on A, where the belief in this conditional itself is conditioned on the supposition that the agent will have an opportunity to make such a bet. Even though the two degrees of belief sometimes can coincide (they will coincide in those cases when the bet has no expected causal bearings on the proposition A and the opportunity to bet have no evidential bearings on that proposition), it is the latter belief rather than the former that guides the agent’s rational betting behaviour. The reason is that this latter belief takes into consideration potential interferences that bet opportunities and betting itself might create with regard to the proposition to be betted on. It is because of this interference problem that the agent’s degree of belief in A cannot be interpreted as her betting rate for A. (shrink)

In the context of the global COVID-19 pandemic, the fast and equitable distribution of effective vaccines worldwide is one of the challenges faced by international institutions in charge, as global equity in vaccine supply has not yet been achieved. Our paper explains the current state of ethical research on equity in global COVID-19 vaccine allocation, focusing on the COVAX Facility established by the WHO, acting as the global vaccine distributor. The article presents a detailed analysis of the first year of (...) COVAX allocation in 2021 identifying problematic aspects of its allocation framework regarding the implementation of COVAX’s fundamental allocation principles. We argue that the COVAX Facility has developed a proper concept to deal with global vaccine allocation—but to address uncovered defaults, we introduce the ‘Prioritized Distribution of Equal Shares’ model—a both ethical and practically feasible alternative allocation framework to protect the value of human lives in both high- and low-income countries through fair and fast global vaccine distribution in health emergencies. Nonetheless, we argue that the COVAX Facility remains the main organization to provide equitable access to vaccines. Yet, the global community has to consider further aspects such as patent protection, vaccine production and the lack of power of global structures to address the inequities that have arisen. Since new wars and further crises have arisen, a shift in public global attention endangers the processing of COVID-19-related issues. That is why now more than ever extensive efforts to achieve vaccine equity are needed. (shrink)

Electroencephalography and functional near-infrared spectroscopy have potentially complementary characteristics that reflect the electrical and hemodynamic characteristics of neural responses, so EEG-fNIRS-based hybrid brain-computer interface is the research hotspots in recent years. However, current studies lack a comprehensive systematic approach to properly fuse EEG and fNIRS data and exploit their complementary potential, which is critical for improving BCI performance. To address this issue, this study proposes a novel multimodal fusion framework based on multi-level progressive learning with multi-domain features. The framework consists (...) of a multi-domain feature extraction process for EEG and fNIRS, a feature selection process based on atomic search optimization, and a multi-domain feature fusion process based on multi-level progressive machine learning. The proposed method was validated on EEG-fNIRS-based motor imagery and mental arithmetic tasks involving 29 subjects, and the experimental results show that multi-domain features provide better classification performance than single-domain features, and multi-modality provides better classification performance than single-modality. Furthermore, the experimental results and comparison with other methods demonstrated the effectiveness and superiority of the proposed method in EEG and fNIRS information fusion, it can achieve an average classification accuracy of 96.74% in the MI task and 98.42% in the MA task. Our proposed method may provide a general framework for future fusion processing of multimodal brain signals based on EEG-fNIRS. (shrink)