High-performance medicine: the convergence of human and artificial intelligence

EJ Topol - Nature medicine, 2019 - nature.com
The use of artificial intelligence, and the deep-learning subtype in particular, has been
enabled by the use of labeled big data, along with markedly enhanced computing power …

The integrated motivational–volitional model of suicidal behaviour

RC O'Connor, OJ Kirtley - Philosophical Transactions of …, 2018 - royalsocietypublishing.org
Suicide is a major public health concern accounting for 800 000 deaths globally each year.
Although there have been many advances in understanding suicide risk in recent decades …

Artificial intelligence and suicide prevention: a systematic review of machine learning investigations

RA Bernert, AM Hilberg, R Melia, JP Kim… - International journal of …, 2020 - mdpi.com
Suicide is a leading cause of death that defies prediction and challenges prevention efforts
worldwide. Artificial intelligence (AI) and machine learning (ML) have emerged as a means …

Imaging suicidal thoughts and behaviors: a comprehensive review of 2 decades of neuroimaging studies

L Schmaal, AL van Harmelen, V Chatzi… - Molecular …, 2020 - nature.com
Identifying brain alterations that contribute to suicidal thoughts and behaviors (STBs) are
important to develop more targeted and effective strategies to prevent suicide. In the last …

Suicidal ideation detection: A review of machine learning methods and applications

S Ji, S Pan, X Li, E Cambria, G Long… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Suicide is a critical issue in modern society. Early detection and prevention of suicide
attempts should be addressed to save people's life. Current suicidal ideation detection (SID) …

[HTML][HTML] A brain-centric model of suicidal behavior

JJ Mann, MM Rizk - American journal of psychiatry, 2020 - Am Psychiatric Assoc
The suicide death toll is alarmingly high, outnumbering deaths from war and homicide
worldwide (1). Many factors contribute to suicide death, making it difficult to prevent because …

Adolescent suicide as a failure of acute stress-response systems

AB Miller, MJ Prinstein - Annual review of clinical psychology, 2019 - annualreviews.org
Suicide is the second leading cause of death worldwide for adolescents. Despite decades of
research on correlates and risk factors for adolescent suicide, we know little about why …

The use of machine learning in the study of suicidal and non-suicidal self-injurious thoughts and behaviors: A systematic review

TA Burke, BA Ammerman, R Jacobucci - Journal of affective disorders, 2019 - Elsevier
Background Machine learning techniques offer promise to improve suicide risk prediction. In
the current systematic review, we aimed to review the existing literature on the application of …

Neural correlates associated with suicide and nonsuicidal self-injury in youth

RP Auerbach, D Pagliaccio, GO Allison, KL Alqueza… - Biological …, 2021 - Elsevier
There is no definitive neural marker of suicidal thoughts and behaviors (STBs) or
nonsuicidal self-injury (NSSI), and relative to adults, research in youth is more limited. This …

Medicine and the rise of the robots: a qualitative review of recent advances of artificial intelligence in health

E Loh - BMJ leader, 2018 - bmjleader.bmj.com
Artificial intelligence (AI) has the potential to significantly transform the role of the doctor and
revolutionise the practice of medicine. This qualitative review paper summarises the past 12 …