Mental Health Prediction Using Machine Learning: Taxonomy, Applications, and Challenges

The increase of mental health problems and the need for effective medical health care have led to an investigation of machine learning that can be applied in mental health problems. This paper presents a recent systematic review of machine learning approaches in predicting mental health problems. Furthermore, we will discuss the challenges, limitations, and future directions for the application of machine learning in the mental health field. We collect research articles and studies that are related to the machine learning approaches in predicting mental health problems by searching reliable databases. Moreover, we adhere to the PRISMA methodology in conducting this systematic review. We include a total of 30 research articles in this review after the screening and identification processes. Then, we categorize the collected research articles based on the mental health problems such as schizophrenia, bipolar disorder, anxiety and depression, posttraumatic stress disorder, and mental health problems among children. Discussing the findings, we reflect on the challenges and limitations faced by the researchers on machine learning in mental health problems. Additionally, we provide concrete recommendations on the potential future research and development of applying machine learning in the mental health field.

Virtual Reality and Forensic Mental Health

This chapter provides an overview of virtual reality (VR) treatment and rehabilitation for mentally ill patients who have committed a crime or are at risk of relapse. The authors focus on the forensic mental health field since this area relates to any individual dealing with a psychiatric condition that is in trouble with the law, whether they be inpatient offenders, outpatient offenders, or inmates at a regular prison. Virtual reality (VR) and its current uses, as well as its benefits and barriers, are presented as a successful and individualized eHealth treatment. In addition, some examples of VR studies that were recently done with these individuals will be presented to show the results of their current approaches, demonstrate their limitations, and figure out possible ways of improvement.

B. D. Karvasarsky and psychotherapy establishment as a distinct discipline, homo faber, to the 90-th anniversary since birth

The establishment of psychotherapy and clinical psychology in a Russia is a very complicated and contradictive process. B. D. Karvassarsky has played an essential, key role in the psychotherapy formation as a science and distinct discipline. The article describes the crucial points of this discipline development, presents the main key studies of this mental health field. The Leningrad-Saint-Petersburg psychotherapy school maid a serious impact in the modern Russian neurosology cornerstone issues, that allowed to consider the multidimensional aspects of this pathology. This publication emphasizes the recent research results in this field, makes a deep analysis of the target phenomena understanding in different approaches, other methods integration in personality oriented reconstructive psychotherapy, elaboration of the nosocentric target oriented psychotherapy algorithms and strategies, and also different psychotherapy interventions research.

Marking Space: a Literary Psychogeography of the Practice of a Nurse Artist

<p>The thesis as a production of disciplined work presented in a creative style is congruent with performance and presentation best practice in community arts. As a practising nurse artist I create spaces of alternate ordering within the mental health field environment. I also inhabit the marginal space of the artist working in hospital environments. This Other Place neither condones nor denies the existence of the mental health field environment as it is revealed. Yet, it seeks to find an alternative to the power and subjectivity of the [social] control of people with an experience of mental illness that inhabit this place both voluntarily and involuntarily. I have used a variety of texts to explore the experience and concept of Otherness. The poems are intended to take you, as a reader where you could not perhaps emotionally and physically go, or might have never envisaged going. They also allow me as the author to more fully describe the Otherness of place that is neither the consumer story nor the nurse’s notation, but somewhere alternately ordered to these two spaces. Drawing on the heuristic research approaches of Moustakas and literary psychogeography , particularly the work of Guy Debord, this thesis creates the space to explore the possibilities of resistance and change and the emergence of the identity of the nurse artist within the mental health field environment.</p>

Marking Space: a Literary Psychogeography of the Practice of a Nurse Artist

<p>The thesis as a production of disciplined work presented in a creative style is congruent with performance and presentation best practice in community arts. As a practising nurse artist I create spaces of alternate ordering within the mental health field environment. I also inhabit the marginal space of the artist working in hospital environments. This Other Place neither condones nor denies the existence of the mental health field environment as it is revealed. Yet, it seeks to find an alternative to the power and subjectivity of the [social] control of people with an experience of mental illness that inhabit this place both voluntarily and involuntarily. I have used a variety of texts to explore the experience and concept of Otherness. The poems are intended to take you, as a reader where you could not perhaps emotionally and physically go, or might have never envisaged going. They also allow me as the author to more fully describe the Otherness of place that is neither the consumer story nor the nurse’s notation, but somewhere alternately ordered to these two spaces. Drawing on the heuristic research approaches of Moustakas and literary psychogeography , particularly the work of Guy Debord, this thesis creates the space to explore the possibilities of resistance and change and the emergence of the identity of the nurse artist within the mental health field environment.</p>

Psychoanalysis: from clinical medicine to clinical anthropology

Psychoanalysis has met highly emotional resistance since its very inception in the late 19th century. A year never passes without somebody proclaiming the death of psychoanalysis. Despite such tendency, psychoanalysis is far from its decline. It is gathering new endorsers rapidly and is enhancing its positions in new geographical and cultural contexts. This article explores the possible origins of such resistance in the Russian mental health field. The author suggests that it is caused first and foremost by disciplinary discrepancies one may observe by studying the discrepancies between medical and psychoanalytical semiotics as a foundational method of the disciplines. Such view allows to explicate some problematic issues and conflicts in the Russian mental healthcare community, as well as to suggest what holds it back from obtaining significant public influence.

Social Work Practice: Emerging Trends and Challenges

I recall vividly the first time I visited the Central Institute of Psychiatry, Ranchi, formerly it was part of Bihar now it is the capital of the state of Jharkhand. The Department, therefore, has to play a lead role, like others, in the field of mental health and social work. Diversity of population of the new state provides a rich context which is indeed challenging. Science and tradition, therefore, have to meet and work together to achieve the goal of enhancing mental health. Field demonstration and social and institutional networking may facilitate new programmes, consolidate earlier ones, and also change policies and streamline programmes of mental health by securing citizen participation.