Best known for his influential History of Greece, the historian and politician George Grote wrote this account of Plato's dialogues as a philosophical supplement to the History. First published in 1865 and written in dialogic form, Grote's account of Plato's works includes substantial footnotes and marginalia. This first volume focuses on Plato's early and transitional dialogues, all of which feature Socrates. It also includes a preface to the whole project which discusses the meaning and importance of philosophy itself, (...) and extensive introductory material on pre-Socratic philosophy, the life of Plato and history of the Platonic canon. With three volumes each running to over six hundred pages, Grote's scholarship is formidably comprehensive. The publication of Plato and the Other Companions of Sokrates confirmed him as one of the greatest authorities on Plato in the nineteenth century. (shrink)

In recent years, a plethora of high-profile scientific publications has been reporting about machine learning algorithms outperforming clinicians in medical diagnosis or treatment recommendations. This has spiked interest in deploying relevant algorithms with the aim of enhancing decision-making in healthcare. In this paper, we argue that instead of straightforwardly enhancing the decision-making capabilities of clinicians and healthcare institutions, deploying machines learning algorithms entails trade-offs at the epistemic and the normative level. Whereas involving machine learning might improve the accuracy of medical (...) diagnosis, it comes at the expense of opacity when trying to assess the reliability of given diagnosis. Drawing on literature in social epistemology and moral responsibility, we argue that the uncertainty in question potentially undermines the epistemic authority of clinicians. Furthermore, we elucidate potential pitfalls of involving machine learning in healthcare with respect to paternalism, moral responsibility and fairness. At last, we discuss how the deployment of machine learning algorithms might shift the evidentiary norms of medical diagnosis. In this regard, we hope to lay the grounds for further ethical reflection of the opportunities and pitfalls of machine learning for enhancing decision-making in healthcare. (shrink)

In recent years, there has been a surge of high-profile publications on applications of artificial intelligence (AI) systems for medical diagnosis and prognosis. While AI provides various opportunities for medical practice, there is an emerging consensus that the existing studies show considerable deficits and are unable to establish the clinical benefit of AI systems. Hence, the view that the clinical benefit of AI systems needs to be studied in clinical trials—particularly randomised controlled trials (RCTs)—is gaining ground. However, an issue that (...) has been overlooked so far in the debate is that, compared with drug RCTs, AI RCTs require methodological adjustments, which entail ethical challenges. This paper sets out to develop a systematic account of the ethics of AI RCTs by focusing on the moral principles of clinical equipoise, informed consent and fairness. This way, the objective is to animate further debate on the (research) ethics of medical AI. (shrink)

The term robustness is ubiquitous in modern Machine Learning (ML). However, its meaning varies depending on context and community. Researchers either focus on narrow technical definitions, such as adversarial robustness, natural distribution shifts, and performativity, or they simply leave open what exactly they mean by robustness. In this paper, we provide a conceptual analysis of the term robustness, with the aim to develop a common language, that allows us to weave together different strands of robustness research. We define robustness as (...) the relative stability of a robustness target with respect to specific interventions on a modifier. Our account captures the various sub-types of robustness that are discussed in the research literature, including robustness to distribution shifts, prediction robustness, or the robustness of algorithmic explanations. Finally, we delineate robustness from adjacent key concepts in ML, such as extrapolation, generalization, and uncertainty, and establish it as an independent epistemic concept. (shrink)

This paper develops an account of the opacity problem in medical machine learning (ML). Guided by pragmatist assumptions, I argue that opacity in ML models is problematic insofar as it potentially undermines the achievement of two key purposes: ensuring generalizability and optimizing clinician–machine decision-making. Three opacity amelioration strategies are examined, with explainable artificial intelligence (XAI) as the predominant approach, challenged by two revisionary strategies in the form of reliabilism and the interpretability by design. Comparing the three strategies, I argue that (...) interpretability by design is most promising to overcome opacity in medical ML. Looking beyond the individual opacity amelioration strategies, the paper also contributes to a deeper understanding of the problem space and the solution space regarding opacity in medical ML. (shrink)

Issues of reliability are claiming center-stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning – as far as they are concerned with reliability.

Many legal, social, and medical theorists and practitioners, as well as lay people, seem to be concerned with the harmfulness of discriminative practices. However, the philosophical literature on the moral wrongness of discrimination, with a few exceptions, does not focus on harm. In this paper, I examine, and improve, a recent account of wrongful discrimination, which divides into a definition of group discrimination, and a characterisation of its moral wrong-making feature in terms of harm. The resulting account analyses the wrongness (...) of discrimination in terms of intrapersonal comparisons of the discriminatee’s actual, and relevantly counterfactual, well-being levels. I show that the account faces problems from counterfactuals, which can be traced back specifically to the orthodox - comparative, counterfactual, welfarist - concept of harm. I argue that non-counterfactual and non-comparative harm concepts face problems of their own, and don’t fit easily with our best understanding of discrimination; hence they are unsuitable to replace the orthodox concept here. I then propose a non-orthodox - comparative, counterfactual, hybrid - concept of harm, which relies on counterfactual comparisons of ways of being treated. I suggest how such a concept can help us handle the problems from counterfactuals, at least for my account of discrimination. I also show that there are similar proposals in other harm-related debates. An upshot of the paper is thus to corroborate the case for a non-orthodox, hybrid concept of harm, which seems better able to fulfil its functional roles in a variety of contexts. (shrink)

A realist view of numbers often rests on the following thesis: statements like ‘The number of moons of Jupiter is four’ are identity statements in which the copula is flanked by singular terms whose semantic function consists in referring to a number (henceforth: Identity). On the basis of Identity the realists argue that the assertive use of such statements commits us to numbers. Recently, some anti-realists have disputed this argument. According to them, Identity is false, and, thus, we may deny (...) that the relevant statements commit us to numbers. The present paper argues that the correct linguistic analysis of the relevant number statements supports the anti-realist view that Identity is false. However, as will further be shown, pace the anti-realist, this analysis does not establish that such statements do not commit us to numbers after all. (shrink)

Katharina D. Giesel befasst sich mit den Fragen, was in den verschiedensten Sozialwissenschaften unter Leitbildern verstanden wird, wie diese Kategorie konzeptionell in Forschungs- und Handlungskonzepte eingebunden wird und inwiefern ...

Katharina Dück widmet sich in diesem Buch dem umfangreichen Doktrinenschatz des Begriffs „Materia prima“ im Spannungsfeld von Theorie und wiederholbarer Praxis in deutschsprachigen alchemisch-naturkundlichen Sachschriften des 16. Jahrhunderts. Sie trägt damit neue Aspekte zur Debatte des Materialismus in der Frühen Neuzeit bei. Untersucht werden Texte sogenannter Meisterdenker als auch Zeugnisse derer, die bisher wenig berücksichtigt wurden. Dem Corpus Paracelsicum und der Strömung des Paracelsismus wird besondere Beachtung gezollt. Drei rasterartig umrissene Grundmuster, denen die „Materia prima“-Vorstellungen zugeordnet sind, werden ausführlich (...) vorgestellt und dabei Kontinuitäten sowie Transformationen von vorhandenen Materie-Konzepten festgestellt.​. (shrink)

As the pre-eminent Enlightenment philosopher, Kant famously calls on all humans to make up their own minds, independently from the constraints imposed on them by others. Kant's focus, however, is on universal human reason, and he tells us little about what makes us individual persons. In this book, Katharina T. Kraus explores Kant's distinctive account of psychological personhood by unfolding how, according to Kant, we come to know ourselves as such persons. Drawing on Kant's Critical works and on his (...) Lectures and Reflections, Kraus develops the first textually comprehensive and systematically coherent account of our capacity for what Kant calls 'inner experience'. The novel view of self-knowledge and self-formation in Kant that she offers addresses present-day issues in philosophy of mind and will be relevant for contemporary philosophical debates. It will be of interest to scholars of the history of philosophy, as well as of philosophy of mind and psychology. (shrink)

Lassen sich für die Kunst noch begriffliche Grenzen ziehen? Oder ist sie in einer Zeit, in der alles Kunst sein kann, letztlich an ihr Ende gelangt? In diesem Spannungsfeld bewegen sich die kunsttheoretischen Schriften des amerikanischen Philosophen Arthur C. Danto. Einerseits hat er unablässig die These verfochten, die Entwicklung der Kunst sei mit künstlerischen Strömungen wie der Pop Art an ihr Ende gelangt. Andererseits hat er um eine überzeugende Konturierung des Kunstbegriffs gerungen und eine der vielversprechendsten Kunstphilosophien des 20. Jahrhunderts (...) vorgelegt. Erstmals werden hier Dantos Schriften zur Bestimmung des Kunstbegriffs sowie zum Ende der Kunst zusammengelesen. Die Autorin nimmt die begrifflichen und zeitlichen Grenzen der Kunst in den Blick und fragt zugleich nach einer produktiven Bestimmung dieser 'Enden' innerhalb des nicht stillzustellenden Fortschreitens künstlerischer Praxis. (shrink)

Broadly defined as adherence to teachings of Christian Wolff (1679–1754), Wolffianism characterized much of the mainstream of German academic philosophy for at least half the eighteenth century. German Pietism, by contrast, defined in its narrowest sense as a late-seventeenth- and eighteenth-century movement for the renewal of the Lutheran Churches of the Holy Roman Empire, has long figured in the history of German “Enlightenment” philosophy as Wolffianism’s anti-philosophical, religious foil. The conventional portrait of Wolffianism and Pietism as antithetical to one another, (...) which has long structured the historiography of eighteenth-century German philosophy, is by no means implausible, but it has been undermined over the past several decades by a significant and growing body of new research. This essay offers a panoramic survey and critical assessment of the state of the field. (shrink)

There is much to learn from Durán and Jongsma’s paper.1 One particularly important insight concerns the relationship between epistemology and ethics in medical artificial intelligence. In clinical environments, the task of AI systems is to provide risk estimates or diagnostic decisions, which then need to be weighed by physicians. Hence, while the implementation of AI systems might give rise to ethical issues—for example, overtreatment, defensive medicine or paternalism2—the issue that lies at the heart is an epistemic problem: how can physicians (...) know whether to trust decisions made by AI systems? In this manner, various studies examining the interaction of AI systems and physicians have shown that without being able to evaluate their trustworthiness, especially novice physicians become over-reliant on algorithmic support—and ultimately are led astray by incorrect decisions.3–5 This leads to a second insight from the paper, namely that even if some AI system happens to be opaque, it is still not built on the moon. To assess its trustworthiness, AI developers or physicians have different sorts of higher order evidence at hand. Most importantly, …. (shrink)

Wie kann man einen historischen Blick auf das eigene Fach werfen? Diese Frage ist nicht einfach zu beantworten – will man einerseits nicht in einer Nabelschau und Hagiographie enden, andererseits aber auch keinen umfassenden Entwurf einer zukünftigen Historiographie vorlegen. Die hier als Bausteine zu einer Oral History der Wissenschaftsgeschichte in loser Folge publizierten Interviews mit bekannten Protagonisten der Berliner Wissenschaftsgeschichte von ca. 1970–1990 in West und Ost rücken die Geschichte des Faches deshalb in einem bestimmten Milieu in den Fokus und (...) versuchen, die Historiographie jenseits einer Institutionen‐ oder Theoriegeschichte voranzutreiben. Welche Motivationen oder Probleme bewegten einzelne Wissenschaftler:innen, sich der Geschichte ihres Faches zu widmen oder sich etwa aus der Soziologie oder Philosophie in die Wissenschaftsgeschichte zu bewegen? Welche Ausbildungspraxen existierten in diesem heterogenen, zwischen den Disziplinen angesiedelten Feld, welche Anregungen bezog man aus welchen Kontexten? Wie war Lehre strukturiert und welche Netzwerke bildeten sich mit der Zeit? Kurz: Mit welchem Interesse kam man zur Wissenschaftsgeschichte und was wurde daraus? Die Auswahl der Interviewees erfolgt ohne Anspruch auf Vollständigkeit oder Proporz; der Fragenkatalog der Interviews richtet sich individuell nach den Biographien und dem Werk und entfaltet sich oft spontan im Gespräch. Die Interviews wurden digital aufgezeichnet, transkribiert, der Schriftsprache angepasst, gegebenenfalls gekürzt, annotiert und von den Interviewees authentifiziert. Wir beabsichtigen mit dieser Serie von Interviews zunächst die Dokumentation rezenter Geschichte durch eine Oral History, die subjektive Wahrnehmungen und persönliche Erlebnisse einschließt. Auf diese Weise werden Segmente einer größtenteils ungeschriebenen Geschichte anhand von Biographien erfahrbar und damit auch einer weiteren kritischen Bearbeitung und Integration in ein Gesamtbild zugänglich. Da uns im Zuge der jeweiligen Vorbereitung und Durchführung, Transkription und Abstimmung der Interviews daran gelegen war, aus Sicht der Akteure wichtige Sammelbände und Aufsätze, Graue Literatur oder Monographien zu erfassen, wird nebenbei eine kommentierte Bibliographie zur Geschichte der Wissenschaftsgeschichte entstehen. Unsere Hoffnung besteht darin, mittels dieser Sammlung mit Berlin einen fruchtbaren Raum und mit den 1970er und 1980er Jahren eine produktive Zeit des Faches jenseits von Reminiszenz oder Nostalgie zu erkunden nicht zuletzt auch, um den Blick für gegenwärtige Herausforderungen des Faches zu schärfen.Mathias Grote, Anke te Heesen. (shrink)

Best known for his influential History of Greece, the historian and politician George Grote wrote this account of Plato's dialogues as a philosophical supplement to the History. First published in 1865 and written in dialogic form, Grote's account of Plato's works includes substantial footnotes and marginalia. This second volume covers the transitional and middle dialogues including Gorgias and Symposium, as well as some of the later works. Grote includes apocryphal works, as he relied on the order and (...) classification of Plato's works specified by the ancient Greek scholar Thrasyllus of Mendes. With three volumes each running to over six hundred pages, Grote's scholarship is formidably comprehensive. The publication of Plato and the Other Companions of Sokrates confirmed him as one of the greatest authorities on Plato in the nineteenth century. (shrink)

Best known for his influential History of Greece, the historian and politician George Grote wrote this account of Plato's dialogues as a philosophical supplement to the History. First published in 1865 and written in dialogic form, Grote's account of Plato's works includes substantial footnotes and marginalia. This first volume focuses on Plato's early and transitional dialogues, all of which feature Socrates. It also includes a preface to the whole project which discusses the meaning and importance of philosophy itself, (...) and extensive introductory material on pre-Socratic philosophy, the life of Plato and history of the Platonic canon. With three volumes each running to over six hundred pages, Grote's scholarship is formidably comprehensive. The publication of Plato and the Other Companions of Sokrates confirmed him as one of the greatest authorities on Plato in the nineteenth century. (shrink)

Broad in its geographic scope and yet grounded in original archival research, this book situates the inception of modern aesthetic theory – the philosophical analysis of art and beauty - in theological contexts that are crucial to explaining why it arose. Simon Grote presents seminal aesthetic theories of the German and Scottish Enlightenments as outgrowths of a quintessentially Enlightenment project: the search for a natural 'foundation of morality' and a means of helping naturally self-interested human beings transcend their own (...) self-interest. This conclusion represents an important alternative to the standard history of aesthetics as a series of preludes to the achievements of Immanuel Kant, as well as a reinterpretation of several canonical figures in the German and Scottish Enlightenments. It also offers a foundation for a transnational history of the Enlightenment without the French philosophes at its centre, while solidly endorsing historians' growing reluctance to call the Enlightenment a secularising movement. (shrink)

Berichte zur Wissenschaftsgeschichte, EarlyView.

When facing a choice between saving one person and saving many, some people have argued that fairness requires us to decide without aggregating numbers; rather we should decide by coin toss or some form of lottery, or alternatively we should straightforwardly save the greater number but justify this in a non-aggregating contractualist way. This paper expands the debate beyond well-known number cases to previously under-considered probability cases, in which not (only) the numbers of people, but (also) the probabilities of success (...) for saving people vary. It is shown that, in these latter cases, both the coin toss and the lottery lead to what is called an awkward conclusion, which makes probabilities count in a problematic way. Attempts to avoid this conclusion are shown to lead into difficulties as well. Finally, it is shown that while the greater number method cannot be justified on contractualist grounds for probability cases, it may be replaced by another decision method which is so justified. This decision method is extensionally equivalent to maximising expected value and seems to be the least problematic way of dealing with probability cases in a non-aggregating manner. (shrink)

The application of machine-learning technologies to medical practice promises to enhance the capabilities of healthcare professionals in the assessment, diagnosis, and treatment, of medical conditions. However, there is growing concern that algorithmic bias may perpetuate or exacerbate existing health inequalities. Hence, it matters that we make precise the different respects in which algorithmic bias can arise in medicine, and also make clear the normative relevance of these different kinds of algorithmic bias for broader questions about justice and fairness in healthcare. (...) In this paper, we provide the building blocks for an account of algorithmic bias and its normative relevance in medicine. (shrink)

This essay considers how scholarly approaches to the development of molecular biology have too often narrowed the historical aperture to genes, overlooking the ways in which other objects and processes contributed to the molecularization of life. From structural and dynamic studies of biomolecules to cellular membranes and organelles to metabolism and nutrition, new work by historians, philosophers, and STS scholars of the life sciences has revitalized older issues, such as the relationship of life to matter, or of physicochemical inquiries to (...) biology. This scholarship points to a novel molecular vista that opens up a pluralist view of molecularizations in the twentieth century and considers their relevance to current science. (shrink)

German medical schools have not yet sufficiently introduced students to the field of good scientific practice. In order to prevent scientific misconduct and to foster scientific integrity, courses on GSP must be an integral part of the curriculum of medical students. Based on a review of the literature, teaching units and materials for two courses on GSP were developed and tested in a pilot course. The pilot course was accompanied by a pre-post evaluation that assessed students’ knowledge and attitudes towards (...) scientific integrity and scientific misconduct. A syllabus was designed that comprised the following six topics: theoretical foundations of GSP; scientific publishing; empirical data; scientific supervision and teamwork; clinical research; personal interests. The comparison pre versus post-intervention yielded statistically significant changes in regard to the participants’ knowledge and attitude toward all forms of scientific misconduct treated in the course. As the majority of participants was not familiar with the fundamental regulations or guidelines of GSP, it seems crucial to train students in actively applying such norms to real-world conflicts. Students’ unfamiliarity with the fundamentals of GSP can be linked to the fact that many students have already experienced forms of scientific misconduct. Thus, GSP syllabi should be closely adjusted to a student’s realm of experience. All in all, courses on GSP can be seen as a potential means to increase the number of young scholars. (shrink)

Hegel introduced the Phenomenology of Mind as a work on the problem of knowledge. In the first chapter, entitled “Sense Certainty, or the This and Meaning,” he concluded that knowledge cannot consist of an immediate awareness of particulars ). The tradition discusses sense certainty in terms of this failure of immediate knowledge without, however, specifically addressing the problem of reference. Yet reference is distinct from knowledge in the sense that while there can be no knowledge of objects without reference, there (...) may be reference without knowledge. If that is the case, then the failure of immediate knowledge does not entitle us to conclude anything about the success or failure of reference. It is not surprising, then, that a few scholars have begun to examine sense certainty primarily as a thesis about reference. (shrink)

Problems arise when applying the current procedural conceptualization of decision-making capacity to paediatric healthcare: Its emphasis on content-neutrality and rational cognition as well as its implicit assumption that capacity is an ability that resides within a person jeopardizes children’s position in decision-making. The purpose of the paper is to challenge this dominant account of capacity and provide an alternative for how capacity should be understood in paediatric care. First, the influence of developmental psychologist Jean Piaget upon the notion of capacity (...) is discussed, followed by an examination of Vygostky’s contextualist view on children’s development, which emphasizes social interactions and learning for decision-making capacity. In drawing parallels between autonomy and capacity, substantive approaches to relational autonomy are presented that underline the importance of the content of a decision. The authors then provide a relational reconceptualization of capacity that leads the focus away from the individual to include important social others such as parents and physicians. Within this new approach, the outcome of adults’ decision-making processes is accepted as a guiding factor for a good decision for the child. If the child makes a choice that is not approved by adults, the new conceptualization emphasizes mutual exchange and engagement by both parties. (shrink)

When evaluating the arguer instead of the argument, we soon find ourselves confronted with a puzzling situation: what seems to be a virtue in one argumentative situation could very well be called a vice in another. This paper will present the idea that there are in fact two sets of virtues an arguer has to master—and with them four sometimes very different roles.

In the article “The Socio-Political Roles of Neuroethics and the Case of Klotho,” we proposed a socio-political approach to neuroethics, inspired by John Rawls’s roles for political philosophy. In...

In this paper, we argue that ‘good care’ in residential nursing homes is enacted through different care practices that are either inspired by a ‘professional logic of care’ that aims for justice and non-maleficence in the professional treatment of residents, or by a ‘relational logic of care’, which attends to the relational quality and the meaning of interpersonal connectedness in people’s lives. Rather than favoring one care logic over the other, this paper indicates how important aspects of care are constantly (...) negotiated between different care practices. Based on the intricate everyday negotiations observed during an ethnographic field study at an elderly nursing home in Germany, the paper puts forth the argument that care is always a matter of tinkering with different, sometimes competing ‘goods’. This tinkering process, which unfolds through ‘intuitive deliberation’, ‘situated assessment’ and ‘affective juggling’ is then theorized along the conceptualization of a ‘practical ethics of care’: an ethics which makes no a priori judgments of what may be considered as good or bad care, but instead calls for momentary judgments that are pliable across changing situations. (shrink)

Open peer commentary on the article “The Circular Conditions of Second-order Science Sporadically Illustrated with Agent-based Experiments at the Roots of Observation” by Manfred Füllsack. Upshot: Observers construct an internal, local state of order for the perspective of their observations, but in doing so they increase the overall entropy of the system they belong to, e.g., society, by adding more options for potential courses of action. Thus, the Second Law of Thermodynamics is not just satisfied in the circular condition of (...) second-order observations, but the increase in entropy is actually exploited as a resource by a system such as society, where it serves as a prerequisite for double contingency. (shrink)

Sind Frauen anders als Männer? Welche Rolle haben Frauen am Arbeitsplatz? Gibt es typische Frauenberufe? Sehen Frauen die Person, Männer eher die Sache? Solche Fragen beschäftigen Edith Stein (1891-1942), promovierte Philosophin und Schülerin von Edmund Husserl, in einer Zeit, die geprägt ist von Weltwirtschaftskrise, Nationalsozialismus und vermehrter Frauenarbeit. Im Durchgang durch alle Lebensbereiche der Frau (Ehe, Mutterschaft, Familie, Bildung, Beruf, kirchliche Arbeit) erweist sich als Kennzeichen weiblicher Intersubjektivität der Zusammenhang von Selbstverwirklichung und Pro-Existenz. Der erste Teil der Untersuchung stellt die (...) Problemgeschichte der Frauenfrage dar, die von Beginn an um die Fragen einer Frauenidentität, die Gleichheit oder Gleichwertigkeit der Geschlechter und die Rolle der Frauen in Familie, Arbeitsleben und Gesellschaft kreist. Im zweiten Teil wird der philosophische Ansatz Edith Steins zum Frausein in Beruf, Familie und Gesellschaft ausführlich vorgestellt, der abschließend im Licht aktueller und gesellschaftlicher Positionen für heute überprüft wird. Mit dieser Untersuchung liegt erstmalig eine deutschsprachige Monographie zur Frauenfrage im Werk Edith Steins vor. (shrink)

If circumstances were always simple and all arguers were always exclusively concerned with cognitive improvement, arguments would probably always be cooperative. However, we have other goals and there are other arguers, so in practice the default seems to be adversarial argumentation. We naturally inhabit the heuristically helpful but cooperation-inhibiting roles of proponents and opponents. We can, however, opt for more cooperative roles. The resources of virtue argumentation theory are used to explain when proactive cooperation is permissible, advisable, and even mandatory (...) – and also when it is not. (shrink)

Because it is often argued that surrogacy should not be treated as contractual, the question arises in which terms this practice might then be couched. In this article, I argue that a phenomenology of surrogacy centering on the notion of trust provides a description that is illuminating from the moral point of view. My thesis is that surrogacy establishes a complex and extended reproductive unit––the “surrogacy triad” consisting of the surrogate mother, the child, and the intending parents––whose constituents are bound (...) together by mutual trustful commitments. Even though a trust-based approach does not provide an ultimate answer to whether surrogacy should be sanctioned or prohibited, it allows for at least some practical suggestions. In particular, I will argue that, under certain conditions, surrogacy is tenable within familial or other significant relationships, and I will stress the necessity of acknowledging the new relationships and moral commitments that result from this practice. (shrink)

Bioethics, Volume 36, Issue 2, Page 134-142, February 2022.