Mental Illness

Representing oneself as an existing entity and having intense fear of the unknown are human specificities. Self-consciousness and anxiety states are characteristics of our human minds. We propose that these two characteristics share a common evolutionary history during which they acted in synergy for the build-up of our human minds. We present that perspective by using an evolutionary scenario for self-consciousness in which anxiety management plays a key role. Such evolutionary background can introduce new relations between philosophy of mind and (...) psychology. The proposed evolutionary scenario starts at the Pan-Homo split time (about 6my ago) when our pre-human ancestors were able to manage representations while also being able to partly identify with their conspecifics. These identifications allowed our ancestors to merge the representations they had of parts of themselves with the corresponding representations they had of their conspecifics. The scenario proposes that such merger has led our ancestors to progressively build up a representation of their own entity as existing in the environment, like conspecifics were represented as existing. This evolutionary process is considered in the scenario as the source of an ancestral form of self-consciousness. The same process has also produced identifications with suffering or endangered conspecifics which have created in the minds of our ancestors some new anxieties coming in addition to the animal ones. The resulting psychological sufferings had to be limited for evolution to continue. The tools developed to that end by our ancestors (caring, collaboration, communication, ToM, ...) have also procured significant evolutionary benefits with positive feedbacks on identifications. Overall, the evolutionary scenario proposes that the combination of the anxiety management processes with the evolution toward self-consciousness has created an evolutionary engine that has accelerated the coming up of our human self-consciousness. As a result, our today human minds contain important anxieties interwoven with an evolutionary nature of self-consciousness. Such perspective brings to consider that many of our mental states may be unconsciously guided by these evolutionary sourced anxieties (which are still to be clearly understood). Corresponding anxiety management processes are then key contributors to our human feelings and motivations, and to our interpersonal relationship. For instance, the role of Pascalian type diversions can be understood as keeping consciousness away from psychological sufferings produced by too anxious mental states. Also, part of our human sexuality developed during human evolution can be considered as a multidimensional escape and refuge from anxiety. This also brings to look at our psychological well-being and to our mental health as much more related to anxiety management than assumed so far. Dis-functioning of anxiety management processes can then be source of mental disorders and illnesses. On that subject the evolutionary scenario proposes that avoidances of too anxious mental states can lead to evil behaviors. These subjects need more developments. Possible continuations are introduced. (shrink)

Anxiety is a main contributor to human psychological sufferings. Its evolutionary sources are generally related to alert signals for coping with adverse or unexpected situations [Steiner, 2002] or to hunter-gatherer emotions mismatched with today environments [Horwitz & Wakefield, 2012]. We propose here another evolutionary perspective that links human anxiety to an evolutionary nature of self-consciousness. That approach introduces new relations between mental health and human mind. The proposed evolutionary scenario starts with the performance of primate identification with conspecifics [de Waal (...) 1998, 2008]. It is assumed that the evolution of that identification brought our ancestors to represent themselves as entities existing in the environment, like conspecifics were represented as existing in the environment. We consider that this process has implemented in the mind of our ancestors some first elements of self-consciousness [Menant 2014a]. But the same process has also produced new sufferings coming from identification with suffering or endangered conspecifics. In addition, the emerging performance of self-focus brought in the new feeling of being a suffering entity. We consider that all these new sufferings have created in the mind of our primate ancestors a huge anxiety increase, unbearable if not limited. Among the options available to limit that anxiety increase we focus on two of them that may have taken place. The first was a withdrawal from the process. Some primates may have simply rejected the evolution of identification (and with it self-consciousness). This may have led them to an ecological niche resulting in our today great apes. The second option was about limiting the causes of sufferings and taking advantage of possible resulting evolutionary benefits. This may have been achieved by developing performances like imitation, communication, simulation, synergy and ToM. Added to a positive feedback on identification these performances may have initiated an evolutionary engine that has accelerated the evolution toward human self-consciousness. That option is characterized by an early build up of anxiety limitation processes in an evolutionary nature of our human self-consciousness. This option corresponds to a human specificity and introduces anxiety management and self-consciousness as sharing a same evolutionary story. The build up of these anxiety management processes is now buried in the evolutiony story of our human mind. But these processes are still present in our minds at an unconscious level and participate to many of our human mental states and behaviors. Such positioning of anxiety management as part of the nature of human mind is new and makes available entry points for new understandings of human emotion, motivations and mental disorders. The proposed evolutionary scenario has been introduced in philosophy of mind [Menant 2011, 2014a, b] but it has not been so far explicitly part of primatology nor of psychology/psychiatry/ethics. We present here a drawing of the scenario with highlights on corresponding key points. More work is needed on these new evolutionary links between human mind and anxiety management. References: de Waal, F B.M. (1998). No imitation without identification. Behavioral and Brain Sciences (1998) 21:89. http://cogweb.ucla.edu/Abstracts/deWaal_98.html de Waal, F B.M. (2008). Putting the Altruism Back into Altruism: The Evolution of Empathy. Annu. Rev. Psychol. 2008, 59. http://www.life.umd.edu/faculty/wilkinson/BIOL608W/deWaalAnnRevPsych2008.pdf Horwitz, A. V. and Wakefield, J. C. (2012). All We Have to Fear: Psychiatry’s Transformation of Natural Anxieties into Mental Disorders. Oxford Univ. Press. 2012. Menant, C. (2011). Computation on Information, Meaning and Representations. An Evolutionary Approach. https://philpapers.org/rec/MENCOI Menant, C. (2014a). Proposal for an evolutionary approach to self-consciousness. https://philpapers.org/rec/MENPFA-3 Menant, C. (2014b). Consciousness of oneself as object and as subject. Proposal for an evolutionary approach. https://philpapers.org/rec/MENCOO Steiner, T. (2002). The biology of fear- and anxiety-related behaviors. Dialogues Clin Neurosci. 2002 Sep; 4(3): 231–249. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3181681/. (shrink)

The primary goal of this essay is to clarify the concept of psychopathy and distinguish it from other, related, concepts. We contend that the paradigmatic trait of psychopathy is a propensity to violence that is accompanied by a lack of conscience. We also argue that conceptual clarity on this point is important for devising empirical criteria for identifying psychopaths. We also argue that a full theory of psychopathy will require one to utilize theories and assumptions that pertain to central issues (...) in meta-ethics. (shrink)

There are numerous studies suggesting a substantial link between psychotic hallucinatory states and some forms of disordered imaginings. We have to figure out (1) what characteristic makes imagining, not other mental states, prone to induce hallucination, and (2) what underlies the (phenomenological/conceptual) transition from imagining X to the hallucinatory experience of X? In this paper, I will try to provide answers to these questions, in order to shed light on the nature of the so-called “misidentified” or “disordered” imaginative experience. To (...) achieve this, I emphasize the phenomenological aspects of hallucination and imagination. (shrink)

The different approaches of the mind-body problem a fortiori have implications on the foundations of Psychology, Psychopathology and Psychiatry, leading to many clashing theories about the determinants of "normal" human behavior, as well of the mental illnesses. These schools of research on the human mind may on a first approach be divided in two main branches: 1) the neurogenetic ones; 2) the psychogenetic ones. This paper sprang up from a lifelong pondering on its subject by its author, while working as (...) a Clinical Psychiatrist and conducting a Ph D in Philosophy. (shrink)

According to the traditional Western concept of freedom, the ability to exercise free will depends on the availability of options and the possibility to consciously decide which one to choose. Since neuroscientific research increasingly shows the limits of what we in fact consciously control, it seems that our belief in free will and hence in personal autonomy is in trouble. -/- A closer look at the phenomenology of Obsessive-Compulsive Disorder (OCD) gives us reason to doubt the traditional concept of freedom (...) in terms of conscious control. Patients suffering from OCD experience themselves as unfree. The question is whether their lack of freedom is due to a lack of will power. Do they have too little conscious control over their thoughts and actions? Or could it be the opposite: are they exerting too much conscious control over their thoughts and actions? -/- In this chapter, we will argue that OCD patients testify to the general condition that exercising an increased conscious control over actions can in fact diminish the sense of agency rather than increase the experience of freedom. The experiences of these patients show that the traditional conception of freedom in terms of ‘free will’ has major shortcomings. There is an alternative, however, to be found in the work of Hannah Arendt. She advocates a conception of freedom as freedom in action. Combined with phenomenological insights on action, Arendt’s account of freedom helps us to get a more adequate understanding of the role of deliberation in the experience of freedom. We argue that the experience of freedom depends on the right balance between deliberate control and unreflective actions. (shrink)

Major Depressive Disorder (MDD) is a serious condition with a large disease burden. It is often claimed that MDD is a “brain disease.” What would it mean for MDD to be a brain disease? I argue that the best interpretation of this claim is as offering a substantive empirical hypothesis about the causes of the syndrome of depression. This syndrome-causal conception of disease, combined with the idea that MDD is a disease of the brain, commits the brain disease conception of (...) MDD to the claim that brain dysfunction causes the symptoms of MDD. I argue that this consequence of the brain disease conception of MDD is false. It incorrectly rules out genuine instances of content-sensitive causation between adverse conditions in the world and the characteristic symptoms of MDD. Empirical evidence shows that the major causes of depression are genuinely psychological causes of the symptoms of MDD. This rules out, in many cases, the “brute” causation required by the brain disease conception. The existence of cases of MDD with non-brute causes supports the reinstatement of the old nosological distinction between endogenous and exogenous depression. (shrink)

The distinction between explanation and understanding was foundational to Jaspers’ ‘phenomenological’ approach to psychiatry. It makes sense that those now calling for a phenomenological approach to psychiatry would look to Jaspers for inspiration, and that in doing so, they would take up this distinction. However, I argue that it is and was a mistake to use the distinction in work on psychiatry: adhering to the distinction now would undermine, rather than support, the goals of those advocating a phenomenological approach to (...) psychiatry; furthermore, if the distinction had been adhered to, then contemporary psychiatry and its patients would be worse off. (shrink)

In this article, I explore Seth Farber’s critique, in The Spiritual Gift of Madness, that the leaders of the Mad Pride movement are failing to realize his vision of the mad as spiritual vanguard of sociopolitical transformation. First, I show how, contra Farber’s polemic, several postmodern theorists are well suited for this leadership (especially the Argentinian post-Marxist philosopher Ernesto Laclau). I reinterpret the first book by the Icarus Project, Navigating the Space between Brilliance and Madness, by reimagining its central metaphor (...) of Icarus. And I conclude with four strategies for higher functioning mad folks to transform our penitentiary world. (shrink)

Brief description of Freud's life and work, emphasising the role of fictive belief and experience (phantasy) in his account of mental disorder.

Philosophers have long been fascinated by the stream of consciousness––thoughts, images, and bits of inner speech that dance across the inner stage. Yet for centuries, such “mind-wandering” was deemed private and thus resistant to empirical investigation. Recent developments in psychology and neuroscience have reinvigorated scientific interest in the stream of thought, leading some researchers to dub this “the era of the wandering mind”. Despite this flurry of progress, scientists have stressed that mind-wandering research requires firmer philosophical foundations. The time is (...) therefore ripe for the philosophy of mind-wandering. Our review begins with a foundational question: what is mind-wandering? We then investigate the significance of mind-wandering for general philosophical topics, namely mental action, introspection, and the norms of thinking and attention. (shrink)

Does a diagnosis of brain dysfunction matter for ascriptions of moral responsibility? This chapter argues that, while knowledge of brain pathology can inform judgments of moral responsibility, its evidential value is currently limited for a number of practical and theoretical reasons. These include the problem of establishing causation from correlational data, drawing inferences about individuals from group data, and the reliance of the interpretation of brain findings on well-established psychological findings. Brain disorders sometimes matter for moral responsibility, however, because they (...) change an individual’s moral psychology in a way that is beyond their control. While control over psychological changes is not an excusing factor, brain disorders can mitigate moral responsibility because they confront individuals with new psychological deficits or urges for which their previous moral education and existing external and internal moral resources have not prepared them. (shrink)

Prosper Lucas (1808–1885) is a unique figure in the history of psychiatric genetics. A physician-alienist, he authored one of the most important books on human genetics in the mid-19th century cited frequently by Darwin: the 1,500 page treatise—Philosophical and Physiological Treatise on Natural Heredity (1847–1850). This book contained a novel theory of the nature of inheritance and a detailed review of the heredity of a range of human traits and disorders, including various forms of insanity. Lucas postulated four forms of (...) heredity (direct, crossed, indirect, and atavistic), supported the importance of hereditary factors in insanity, accepted the inheritance of acquired characteristics, considered it important to examine both ancestors and collateral relatives, and recognized that heredity could influence both primary insanity and insanity secondary to other medical conditions. He reviewed the then available literature on most major forms of insanity including separate sections on hallucinations and suicidal monomania. The literature consisted of case reports of unusual families with high concentrations of illness. Lucas advocated for the homogeneity of transmission of forms of illness in families but recognized that—just as the form of illness could evolve within individuals over time—it could change forms when transmitted between relatives. (shrink)

How exactly do mental disorders affect one’s agency? How might therapeutic interventions help patients regain or improve their autonomy? Do only some disorders excuse morally inappropriate behavior, such as theft or child neglect? Or is there nothing about having a disorder, as such, that affects whether we ought to praise or blame someone for their moral success or failure? Our volume gathers together empirically-informed philosophers who are well equipped to tackle such questions. Contributors specialize in free will, agency, and responsibility, (...) but they are informed by current scientific and clinical approaches to a wide range of psychopathologies, including autism, addiction, Tourette syndrome, personality disorders, depression, dementia, phobias, schizophrenia, and obsessive-compulsive disorder. These conditions exhibit a diverse array of symptoms that can contribute quite differently to being blameworthy or praiseworthy. (shrink)

In this response to "Mild Mania and Well-Being" I propose a different analytic strategy and scrutinize the presented case of mild mania within the framework of a holistic theory of health. I distinguish between the following fundamental questions: (1) is mild mania a disease or illness? (2) does the mild mania of Mr. M. reduce his health significantly? and (3) should Mr. M. be recommended treatment with lithium or not? I answer the first question in the affirmative. I propose some (...) theoretical tools for resolving the second one. A complete resolution of it, however, requires a deeper analysis of Mr. M.'s state of mind and general situation. Finally, I hold that an affirmative answer to the first two questions does not imply an affirmative answer to the third, namely that Mr. M. should be recommended treatment with lithium. Other considerations, in particular ethical ones, should play a r. (shrink)

Bipolar or Related Disorders (BoRD) present unique practical and existential problems for people who live with them. All agents experience changes in the things they care about over time, however people living with BoRD face drastic shifts in what seems valuable to them, which upset their longitudinal values (if, indeed, any stable longitudinal values are available in the first place). Navigating these evaluative high seas presents agents living with BoRD with a distinctive existential question, not shared by those on calmer (...) waters. I draw out two contrasting ways in which someone living with BoRD might seek to support their self-determination in these circumstances, by crafting appropriate self care and support regimes. The first strategy involves managing one’s affective episodes so that they do not interrupt one’s plans and long-term agency over time. The second involves a regiment that allows one the greatest degree of freedom in adapting to changes in one’s experiences of value. What distinguishes these sorts of self-determination is the scope at which they are predicated. Whilst both sorts of self-determination allow an individual to rule themselves, they alter the overall shape of one’s autonomy in quite different ways. (shrink)

Under the current Mental Health Act of England and Wales, it is lawful to perform deep brain stimulation in the absence of consent and independent approval. We argue against the Care Quality Commission's preferred strategy of addressing this problematic issue, and offer recommendations for deep brain stimulation-specific provisions in a revised Mental Health Act.

The Caraka Saṃhitā, the first classical Indian medical compendium, covers a wide variety of pharmacological and therapeutic treatment, while also sketching out a philosophical anthropology of the human subject who is the patient of the physicians for whom this text was composed. In this article, I outline some of the relevant aspects of this anthropology – in particular, its understanding of ‘mind’ and other elements that constitute the subject – before exploring two ways in which it approaches ‘psychiatric’ disorder: one (...) as ‘mental illness’, the other as ‘madness’. I focus on two aspects of this approach. One concerns the moral relationship between the virtuous and the well life, or the moral and the medical dimensions of a patient’s subjectivity. The other is about the phenomenological relationship between the patient and the ecology within which the patient’s disturbance occurs. The aetiology of and responses to such disturbances helps us think more carefully about the very contours of subjectivity, about who we are and how we should understand ourselves. I locate this interpretation within a larger programme on the interpretation of the whole human being, which I have elsewhere called ‘ecological phenomenology’. (shrink)

A recent paper in this journal argues that some cases of schizophrenia should be seen as cases of demon possession and treated by faith healers. A reply, also published in this journal, responds by raising concerns about the intellectual credibility and potentially harmful practical implications of demon possession beliefs. My paper contributes to the discussion, arguing that a critique of demon possession beliefs in the context of schizophrenia is needed, but suggesting an alternative basis for it. It also reflects on (...) important differences between demonic and other forms of spirit possession, and considers the implications of this for mental health care providers. (shrink)

Some recent considerations of religion and psychiatry have drawn a distinction between pathological and spiritual/mystical experiences of mental phenomena typically regarded as within the realm of psychiatry (e.g. depression, hearing voices, seeing visions/hallucinations). Such a distinction has clinical implications, particularly in relation to whether some religious people who suffer from depression, hear voices, or see visions should be biomedically treated. Approaching this question from a theological and philosophical perspective, I draw a distinction between (what I call) ‘spiritual health’ (SH) and (...) ‘potentially transformative’ (PT) theologies, arguing that a PT model is therapeutically and philosophically more sound than a SH one. I then apply this to the clinical debate in critical dialogue with Dein and Durà-Vilà’s 2009 article, ‘The Dark Night of the Soul: spiritual distress and psychiatric implications’. My primary focus is on depression, though the discussion is also relevant to debates about psychosis and schizophrenia. (shrink)

This chapter argues that a successful plea of legal insanity ought to rest upon proof that a criminal act is causally related to symptoms of a mental disorder. Diagnosis of a mental disorder can signal to the court that the defendant had very little control over relevant moral ignorance or incompetence. Must we draw the same conclusion for defendants who lack moral knowledge due to miseducation or other extreme environmental conditions, unrelated to a mental disorder? Adults who were brainwashed as (...) children, for example, might seem “insane” due to their lack of moral knowledge. However, since legal culpability rests on the capacity to understand the criminal law’s moral demands, to reflect on these demands across time, and to control one’s behavior in light of them, simple ignorance of morality's demands does not excuse. (shrink)

The purpose of this chapter is to describe what we see as several important new directions for philosophy of medicine. This recent work (i) takes existing discussions in important and promising new directions, (ii) identifies areas that have not received sufficient and deserved attention to date, and/or (iii) brings together philosophy of medicine with other areas of philosophy (including bioethics, philosophy of psychiatry, and social epistemology). To this end, the next part focuses on what we call the “epistemological turn” in (...) recent work in the philosophy of medicine; the third part addresses new developments in medical research that raise interesting questions for philosophy of medicine; the fourth part is a discussion of philosophical issues within the practice of diagnosis; the fifth part focuses on the recent developments in psychiatric classification and scientific and ethical issues therein, and the final part focuses on the objectivity of medical research. (shrink)

Delusional mood is a well-recognized psychological state, often present in the prodromal stage of schizophrenia. Various phenomenological psychopathologists have proposed that delusional mood may not only precede but also contribute to the later formation of schizophrenic delusion. Hence, understanding experiential abnormalities involved with the delusional mood have been considered central for the understanding of schizophrenic delusion. Ranging from traditional and contemporary phenomenological and neurobiological accounts, it has been often mentioned that the peculiar affective saliency of the world experience may underpin (...) the emergence of delusional mood. In this paper, I employ Edmund Husserl’s account of affection and affective syntheses to clarify the nature of such an experience and illuminate how this experiential abnormality contributes to the emergence of the delusional mood. I conclude by relating the phenomenological account I advance here with a neurobiological account of aberrant salience hypothesis and chart out a possible way toward mutual enlightenment for both approaches. (shrink)

Crime is a serious social problem, but its causes are not exclusively social. There is growing consensus that explaining and preventing it requires interdisciplinary research efforts. Indeed, the landscape of contemporary criminology includes a variety of theoretical models that incorporate psychological, biological and sociological factors. These multi-disciplinary approaches, however, have yet to radically advance scientific understandings of crime and shed light on how to manage it. In this paper, using conceptual tools on offer in the philosophy of science in combination (...) with theoretical work represented in this special volume of Psychology, Crime and Law, I provide some perspective on why explanatory progress in criminology has remained elusive and evaluate some positive proposals for attaining it. -/- . (shrink)

Introduction to the book symposium “THE BIOPSYCHOSOCIAL MODEL OF HEALTH AND DISEASE: NEW PHILOSOPHICAL AND SCIENTIFIC DEVELOPMENTS BY DEREK BOLTON AND GRANT GILLETT”.

Objective: The global outbreak of COVID-19 has greatly affected individual's lives around the world and resulted in various negative psychological consequences. During the pandemic, reflection on and attention to COVID-19 may help in dealing with its symptomology but frequent and persistent thoughts about the situation can be unhealthy. The present study examined the direct and indirect associations between obsession concerning COVID-19, psychological distress, life satisfaction, and meaning in life.Design: This mediation study presents a primary analysis of normative data collected after (...) the initial outbreak of COVID-19 in Pakistan. Parametric bootstrapping was used to test the mediation models of subjective well-being, the extent of the effect, and meaning in life as parallel and serial mediators concerning the associations between COVID-19 obsession and psychological distress measures.Setting: A sample of 1,002 adults were recruited utilizing an online survey between April to May 2020. They were aged between 19 and 45 years and normalized on population characteristics.Results: Two out of three mediators in parallel mediation fully mediated the relationship between obsession and psychological distress illustrating that high-level obsessions were associated with low levels of satisfaction with life and presence of meaning in life and search for meaning in life. Psychological distress is likely to decrease in the presence of a high level of satisfaction with life and meaning. Moreover, satisfaction with life and search for meaning in life significantly mediated the association between COVID-19 obsession.Conclusion: The present study showed that life satisfaction and search for meaning in life may play a significant role in decreasing psychological distress during the COVID-19 pandemic. (shrink)

This paper argues that severe and ongoing trauma (SOT) can lead to impairment at the level of the minimal self (MS), which is the core element in the structure of subjectivity. In the long-term, such impairments can result in complex post-traumatic stress disorder (CPTSD) and schizophrenia. The paper tackles this issue while trying to create meaningful bridges between phenomenology and neuroscience.

In this paper we propose that our understanding of pathocentric epistemic injustices can be enriched if they are theorised in terms of predicaments. These are the wider socially scaffolded structures of epistemic challenges, dangers, needs, and threats experienced by ill persons due to their particular emplacement within material, social, and epistemic structures. In previous work we have described certain aspects of these predicaments - pathocentric epistemic injustices, pathophobia, and so on. We argue that thinking predicamentally helps us integrate the various (...) social, epistemic, and practical obstacles experienced by ill persons and also unify the many concepts available for theorising them (microaggessions, epistemic injustices, and so on). (shrink)

“Dance” has been associated with many psychophysiological and medical health effects. However, varying definitions of what constitute “dance” have led to a rather heterogenous body of evidence about such potential effects, leaving the picture piecemeal at best. It remains unclear what exact parameters may be driving positive effects. We believe that this heterogeneity of evidence is partly due to a lack of a clear definition of dance for such empirical purposes. A differentiation is needed between the effects on the individual (...) when the activity of “dancing” is enjoyed as a dancer within different dance domains, and what is commonly known as hobby, recreational or social dance), and the effects on the individual within these different domains, as a dancer of the different dance styles. Another separate category of dance engagement is, not as a dancer, but as a spectator of all of the above. “Watching dance” as part of an audience has its own set of psychophysiological and neurocognitive effects on the individual, and depends on the context where dance is witnessed. With the help of dance professionals, we first outline some different dance domains and dance styles, and outline aspects that differentiate them, and that may, therefore, cause differential empirical findings when compared regardless. Then, we outline commonalities between all dance styles. We identify six basic components that are part of any dance practice, as part of a continuum, and review and discuss available research for each of them concerning the possible health and wellbeing effects of each of these components, and how they may relate to the psychophysiological and health effects that are reported for “dancing”: rhythm and music, sociality, technique and fitness, connection and connectedness, flow and mindfulness, aesthetic emotions and imagination. Future research efforts might take into account the important differences between types of dance activities, as well as the six components, for a more targeted assessment of how “dancing” affects the human body. (shrink)

Cardiovascular disease is a major complication of type 2 diabetes mellitus. In addition to traditional risk factors, psychological determinants play an important role in CVD risk. This study applied Deep Neural Network to develop a CVD risk prediction model and explored the bio-psycho-social contributors to the CVD risk among patients with T2DM. From 2017 to 2020, 834 patients with T2DM were recruited from the Department of Endocrinology, Affiliated Hospital of Harbin Medical University, China. In this cross-sectional study, the patients' bio-psycho-social (...) information was collected through clinical examinations and questionnaires. The dataset was randomly split into a 75% train set and a 25% test set. DNN was implemented at the best performance on the train set and applied on the test set. The receiver operating characteristic curve analysis was used to evaluate the model performance. Of participants, 272 were diagnosed with CVD. The developed ensemble model for CVD risk achieved an area under curve score of 0.91, accuracy of 87.50%, sensitivity of 88.06%, and specificity of 87.23%. Among patients with T2DM, the top five predictors in the CVD risk model were body mass index, anxiety, depression, total cholesterol, and systolic blood pressure. In summary, machine learning models can provide an automated identification mechanism for patients at CVD risk. Integrated treatment measures should be taken in health management, including clinical care, mental health improvement, and health behavior promotion. (shrink)