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JMIR Mental Health Jun 2024Due to recent advances in artificial intelligence (AI), large language models (LLMs) have emerged as a powerful tool for a variety of language related tasks, including...
BACKGROUND
Due to recent advances in artificial intelligence (AI), large language models (LLMs) have emerged as a powerful tool for a variety of language related tasks, including sentiment analysis, and summarization of provider-patient interactions. However, there is limited research on these models in the area of crisis prediction.
OBJECTIVE
This study aimed to evaluate the performance of LLMs, specifically OpenAI's GPT-4, in predicting current and future mental health crisis episodes using patient provided information at intake among users of a national telemental health platform.
METHODS
De-identified patient provided data was pulled from specific intake questions of the Brightside telehealth platform, including the chief complaint, for 140 patients who indicated suicidal ideation (SI), and another 120 patients who later indicated SI with a plan during the course of treatment. Similar data was pulled for 200 randomly selected patients treated during the same time period who never endorsed SI. Six senior Brightside clinicians (three psychologists and three psychiatrists) were shown patients' self-reported chief complaint and self-reported suicide attempt history but were blinded to the future course of treatment and other reported symptoms including SI. They were asked a simple yes/no question regarding their prediction of endorsement of SI with plan along with their confidence level about the prediction. GPT-4 was provided similar information and asked to answer the same questions, enabling us to directly compare the performance of AI and clinicians.
RESULTS
Overall, clinicians' average precision (0.698) was higher than GPT-4 (0.596) in identifying SI with plan at intake (n=140) vs. no SI (n=200) when using chief complaint alone, while sensitivity was higher for GPT-4 (0.621) than clinicians' average (0.529). The addition of suicide attempt history increased clinicians' average sensitivity (0.590) and precision (0.765), while increasing GPT-4 sensitivity (0.590) but decreasing GPT-4 precision (0.544). Performance decreased comparatively when predicting future SI with plan (n=120) vs no SI (n=200) with chief complaint only for clinicians (average sensitivity=0.399; average precision=0.594) and GPT-4 (sensitivity=0.458; precision=0.482). The addition of suicide attempt history increased performance comparatively for clinicians (average sensitivity=0.457; average precision=0.687) and GPT-4 (sensitivity=0.742; precision=0.476).
CONCLUSIONS
GPT-4 with a simple prompt design produced results on some metrics that approached that of a trained clinician. Additional work must be done before such a model could be piloted in a clinical setting. The model should undergo safety checks for bias given evidence that LLMs can perpetuate the biases of the underlying data they are trained upon. We believe that LLMs hold promise to augment identification of higher risk patients at intake and potentially deliver more timely care to patients.
PubMed: 38876484
DOI: 10.2196/58129 -
Australasian Psychiatry : Bulletin of... Jun 2024Increasing numbers of healthcare data breaches highlight the need for structured organisational responses to protect patients, trainees and psychiatrists against...
Increasing numbers of healthcare data breaches highlight the need for structured organisational responses to protect patients, trainees and psychiatrists against identity theft and blackmail. Evidence-based guidance that is informed by the COVID-19 pandemic response includes: timely and reliable information tailored to users' safety, encouragement to take protective action, and access to practical and psychological support. For healthcare organisations which have suffered a data breach, insurance essentially improves access to funded cyber security responses, risk communication and public relations. Patients, trainees and psychiatrists need specific advice on protective measures. Healthcare data security legislative reform is urgently needed.
PubMed: 38875170
DOI: 10.1177/10398562241261818 -
Tobacco Induced Diseases 2024Healthcare workers are integral to public smoking cessation; however, their own smoking behavior can create a significant obstacle to intervening in patients' cessation...
INTRODUCTION
Healthcare workers are integral to public smoking cessation; however, their own smoking behavior can create a significant obstacle to intervening in patients' cessation efforts. Conversely, their success in quitting can enhance their ability to support patients. Research on smoking behavior, particularly smoking cessation among Chinese psychiatric professionals is limited. This study addresses this gap by examining the factors associated with smoking cessation in this population, providing insights for targeted tobacco control policies.
METHODS
A cross-sectional survey was conducted, targeting psychiatric professionals including psychiatrists and psychiatric nurses, in 41 tertiary psychiatric hospitals in China. From January to March 2021, a WeChat-based questionnaire was distributed to collect demographic, occupational, and health-behaviors (including smoking) data. Statistical analyses, including the chi-squared test and adjusted binary logistic regression analysis, were conducted to identify the factors associated with smoking cessation.
RESULTS
Among the 12762 psychiatric professionals who participated in the survey, 11104 (87.0%) were non-smokers, 1196 (9.4%) were current smokers, and 462 (3.6%) were ex-smokers. Several factors were found to be associated with smoking cessation. Women had a higher prevalence of ex-smokers than men (AOR=1.88; 95% CI: 1.332-2.666, p<0.001). Compared to East China, the prevalence of ex-smokers among participants in Central and Northeast China was lower. Older age (≥50 years), higher level of education (Master's degree or higher), and non-drinkers, showed a higher likelihood of being ex-smokers. Notably, compared to current smokers, ex-smokers reported a lower prevalence of burnout (AOR=0.70; 95% CI: 0.552-0.892, p=0.004).
CONCLUSIONS
Smoking cessation interventions or health promotion programs should also focus on gender, age, education level, region, alcohol use, and burnout to effectively address smoking cessation within this specific professional group.
PubMed: 38873181
DOI: 10.18332/tid/189299 -
JAMA Network Open Jun 2024The use of evidence-based standardized outcome measures is increasingly recognized as key to guiding clinical decision-making in mental health. Implementation of these...
IMPORTANCE
The use of evidence-based standardized outcome measures is increasingly recognized as key to guiding clinical decision-making in mental health. Implementation of these measures into clinical practice has been hampered by lack of clarity on what to measure and how to do this in a reliable and standardized way.
OBJECTIVE
To develop a core set of outcome measures for specific neurodevelopmental disorders (NDDs), such as attention-deficit/hyperactivity disorder (ADHD), communication disorders, specific learning disorders, and motor disorders, that may be used across a range of geographic and cultural settings.
EVIDENCE REVIEW
An international working group composed of clinical and research experts and service users (n = 27) was convened to develop a standard core set of accessible, valid, and reliable outcome measures for children and adolescents with NDDs. The working group participated in 9 video conference calls and 8 surveys between March 1, 2021, and June 30, 2022. A modified Delphi approach defined the scope, outcomes, included measures, case-mix variables, and measurement time points. After development, the NDD set was distributed to professionals and service users for open review, feedback, and external validation.
FINDINGS
The final set recommends measuring 12 outcomes across 3 key domains: (1) core symptoms related to the diagnosis; (2) impact, functioning, and quality of life; and (3) common coexisting problems. The following 14 measures should be administered at least every 6 months to monitor these outcomes: ADHD Rating Scale 5, Vanderbilt ADHD Diagnostic Rating Scale, or Swanson, Nolan, and Pelham Rating Scale IV; Affective Reactivity Index; Children's Communication Checklist 2; Colorado Learning Disabilities Questionnaire; Children's Sleep Habits Questionnaire; Developmental-Disability Children's Global Assessment Scale; Developmental Coordination Disorder Questionnaire; Family Strain Index; Intelligibility in Context Scale; Vineland Adaptive Behavior Scale or Repetitive Behavior Scale-Revised and Social Responsiveness Scale; Revised Child Anxiety and Depression Scales; and Yale Global Tic Severity Scale. The external review survey was completed by 32 professionals and 40 service users. The NDD set items were endorsed by more than 70% of professionals and service users in the open review survey.
CONCLUSIONS AND RELEVANCE
The NDD set covers outcomes of most concern to patients and caregivers. Use of the NDD set has the potential to improve clinical practice and research.
Topics: Humans; Neurodevelopmental Disorders; Child; Consensus; Outcome Assessment, Health Care; Adolescent; Delphi Technique; Attention Deficit Disorder with Hyperactivity; Female
PubMed: 38869906
DOI: 10.1001/jamanetworkopen.2024.16760 -
Noro Psikiyatri Arsivi 2024As a neurologist who has followed up countless Parkinson's patients over the last 32 years of my fifty-year career; I denied diagnosing myself with Parkinson's disease... (Review)
Review
As a neurologist who has followed up countless Parkinson's patients over the last 32 years of my fifty-year career; I denied diagnosing myself with Parkinson's disease (PD), although the seldom mild involuntary "twitches" that occurred in the thumb of my right hand over a two-year period, resembled Parkinson's disease tremor. However, when these involuntary contractions became persistent; considering its similarity to characteristic resting tremor in typical PD, the positive effect of dopaminergic medications, the development of levodopa-induced dyskinesias and other non-motor symptoms, it was clear that the PD diagnosis was accurate. This situation naturally caused me anxiety, and for a year and a half, I kept my diagnosis hidden from everyone except a few close relatives. However, with the encouragement of a psychiatrist friend, when I was able to share my condition with my loved ones, I felt a relative reduction in the burden I was carrying and consequently experienced emotional relief. I am still able to carry out my daily activities independently with a rather low dose of medication, and my PD symptoms do not attract noticeable attention.
PubMed: 38868853
DOI: 10.29399/npa.28634 -
Noro Psikiyatri Arsivi 2024The purpose of this study was to obtain information about the sexual behaviors, sexual functioning of "bondage-discipline, dominance-submission, sadism, masochism"...
INTRODUCTION
The purpose of this study was to obtain information about the sexual behaviors, sexual functioning of "bondage-discipline, dominance-submission, sadism, masochism" (BDSM) practitioners.
METHODS
The study group (n=141) consisted of 65 women and 76 men who defined themselves as BDSM practitioners included in the study with the snowball technique through websites that are accessible on online BDSM groups. A control group (n=167) who stated that they were not BDSM practitioners was also recruited through websites. Sociodemographic and Sexual Behavior Evaluation Form and Arizona Sexual Experience Scale (ASEX) were used online to gather data.
RESULTS
No significant difference was found between BDSM practitioners and controls with regard to ASEX scores. Yet, in women, the mean ASEX score was lower in BDSM practitioners than in the control group whereas in men, the mean ASEX score was higher in the BDSM practitioners.
CONCLUSION
Gender might be an important factor in terms of sexual functioning in cisgender BDSM practitioners. Awareness on problems of this sexual minority should be increased.
PubMed: 38868847
DOI: 10.29399/npa.28527 -
Spine Surgery and Related Research May 2024The incidence of spontaneous or primary spondylodiscitis has been increasing over the years, affecting the aging population with multiple comorbidities. Several... (Review)
Review
The incidence of spontaneous or primary spondylodiscitis has been increasing over the years, affecting the aging population with multiple comorbidities. Several conditions influencing treatment outcomes stand out, such as diabetes mellitus, renal insufficiency, cardiovascular and respiratory dysfunction, and malnutrition. Due to these, the question arises regarding properly managing their current conditions and pre-existing disease states. Treatment plans must consider all concomitant comorbidities rather than just the infectious process. This can be done with the help of multidisciplinary teams to provide comprehensive care for patients with pyogenic spondylodiscitis. To date, there is no article regarding comprehensive medicine for spontaneous pyogenic spondylodiscitis; hence, this paper reviews the evidence available in current literature, recognizes knowledge gaps, and suggests comprehensive care for treating patients with spinal infections. Pre-requisites for implementing multidisciplinary teams include leadership, administrative support, and team dynamics. This group comprises an appointed leader, coordinator, and different subspecialists, such as orthopedic surgeons, infectious disease specialists, internists, rehabilitation doctors, psychiatrists, microbiologists, radiologists, nutritionists, pharmacologists, nurses, and orthotists working together with mutual trust and respect. Employing collaborative teams allows faster time for diagnosis and improves clinical outcomes, better quality of life, and patient satisfaction. Forefront communication is clear and open between all team members to provide holistic patient care. With these in mind, the need for employing multidisciplinary teams and the feasibility of its implementation emerges, showing a promising and logical path toward providing comprehensive care in managing multimorbid patients with pyogenic spondylodiscitis.
PubMed: 38868783
DOI: 10.22603/ssrr.2023-0155 -
PCN Reports : Psychiatry and Clinical... Mar 2024To date, only a few reports of anti-LGI1 encephalitis with isolated psychiatric symptoms in the initial phase have been reported. We present a relatively rare case of...
BACKGROUND
To date, only a few reports of anti-LGI1 encephalitis with isolated psychiatric symptoms in the initial phase have been reported. We present a relatively rare case of antileucine-rich glioma-inactivated 1 (LGI1) encephalitis that developed only psychiatric symptoms at the onset.
CASE PRESENTATION
The patient was a male in his 40s who developed anxiety and panic symptoms and was started on antidepressants after being diagnosed with panic disorder by a psychiatrist. He visited our hospital 2 months later presenting with hallucinations, delusions, mild cognitive decline, and faciobrachial dystonic seizures in the left upper extremity and face. Fluid-attenuated inversion recovery magnetic resonance imaging revealed swelling and hyperintensities in the right caudate nucleus and putamen. Cerebrospinal fluid analysis did not show increased protein levels or cell counts and revealed positive oligoclonal bands. Subsequently, positive results for anti-LGI1 antibodies were observed in the cerebrospinal fluid. Therefore, the patient was diagnosed with anti-LGI1 encephalitis.
CONCLUSION
This case highlights the need to consider anti-LGI1 encephalitis therapy in patients with acute-onset psychiatric symptoms.
PubMed: 38868479
DOI: 10.1002/pcn5.181 -
PCN Reports : Psychiatry and Clinical... Mar 2024Olfactory reference disorder (ORD) is a mental illness in which individuals overestimate their sense of smell and worry about the negative impact of odors. Little is...
BACKGROUND
Olfactory reference disorder (ORD) is a mental illness in which individuals overestimate their sense of smell and worry about the negative impact of odors. Little is known about its successful treatment. A new cognitive behavioral model was developed based on cognitive behavioral therapy (CBT) for obsessive-compulsive disorder. Using this model, this study reports a successful treatment process of a 53-year-old female with ORD.
CASE PRESENTATION
The patient's initial diagnosis was schizophrenia, and improvements were observed, such as the disappearance of persecutory delusions, through medication therapy. During this treatment process, it became clear that the patient's preoccupation with her own offensive body odor was not a hallucination or delusion caused by schizophrenia but rather a symptom of ORD. Within a limited 4-week hospitalization period, high-intensity CBT was provided by a clinical psychologist and a psychiatrist. Multiple CBT techniques were employed, including case formulation to identify her beliefs, reviewing safety-seeking behaviors, attention shift training, behavioral experiments, public opinion polls, mindfulness meditation, and exposure and response prevention.
CONCLUSION
Following a seven-sessions intensive intervention over 3 weeks, her symptoms of ORD, anxiety, and depression reduced. High-frequency CBT practices could be beneficial in treatment of patients with severe ORD, addressing severe ORD cases, facilitating rapid improvement in both ORD symptoms and functioning.
PubMed: 38868464
DOI: 10.1002/pcn5.179 -
PCN Reports : Psychiatry and Clinical... Jun 2024Statistical analyses from Japan reported increasing suicides in 2020, first in the world, proving the severity of the public health crisis during the COVID-19 pandemic;... (Review)
Review
Statistical analyses from Japan reported increasing suicides in 2020, first in the world, proving the severity of the public health crisis during the COVID-19 pandemic; however, so far, international suicides have not been shown to be objectively increasing at population level. Followed studies reported the existence of a substantial heterogeneity of suicides among subgroups and time-lag impacts. Against public health crisis in Japan, policymakers, psychiatrists and public health personnel should prioritize improving suicide prevention programs following evidence-based policymaking. Understanding how/what factors relate to the COVID-19 pandemic and what other factors have shaped the increasing suicide numbers since 2020 through objectively well-controlled/fine-grained analyses of high-quality longitudinal/cross-sectional data at the individual, regional, and national levels is important for identifying the reasons for the recent trend. For this purpose, this study examined suicide statistics, statistical analysis methods, and their interpretations. Recent analyses suggest an increased suicide risk among females <50 years and males <30 years in 2020-2022. Notably, time-series analyses revealed that adolescent suicides began increasing before the pandemic, while working-age female suicides sharply increased synchronously with the pandemic outbreak. Causality analyses suggest that social issues facing Japan and recent global psychosocial and socioeconomic transformations are risk factors for suicide in high-risk groups. Finally, this report demonstrates the importance of providing appropriate support based on an objective understanding of individuals who are at risk for suicide, without being bound by traditional established knowledges.
PubMed: 38868081
DOI: 10.1002/pcn5.188