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Using machine learning-based Natural Language Processing to quantify emergency department presentations related to suicide or self-harm in the Australian Capital Territory. 使用基于机器学习的自然语言处理来量化澳大利亚首都地区与自杀或自残有关的急诊科报告。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-28 DOI: 10.1177/00048674261418834
George McNamara, Paul Mayers, Glenn Draper, Erin I Walsh, Gao Zhu, Elizabeth Moore, Alexandra Raulli, Elizabeth Chalker, Marcus Nicol, Louise Freebairn

Background: Suicide and self-harm are significant issues globally. Accurate, efficient and comprehensive data are required to identify people who present to Emergency Departments due to self-harm to receive current accepted interventions and to develop effective health policies and responses. Current methods for identifying people presenting with these behaviors can be time- and labor-intensive or can underestimate the true figure.

Methods: This study investigated the use of a novel machine learning-based Natural Language Processing program developed to quantify the number of Emergency Department presentations which were related to suicidal or self-harm ideation or behavior. The program identifies these presentations based on Emergency Department triage notes. We compared the Natural Language Processing program with alternative methods for identifying suicide or self-harm related presentations, including International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Australian Modification coding and keyword searching.

Results: Using the International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Australian Modification codes included with the dataset, 10,399 Emergency Department presentations related to suicide or self-harm were identified for the period July 2015 to June 2022, while the Natural Language Processing program found 27,298 presentations over the same period with a precision of 0.89 and a recall of 0.94. All methods were evaluated by comparing their identifications with a set of manually identified presentations. Natural Language Processing identification was the most appropriate for providing an accurate, comprehensive and efficient quantification.

Conclusion: This study revealed that less than 40% of Emergency Department presentations related to suicide or self-harm are identified using existing methods in the Australian Capital Territory. By providing an improved identification method, this study enables more accurate analysis and understanding of the issues of suicide and self-harm.

背景:自杀和自残是全球性的重大问题。需要准确、高效和全面的数据来确定因自残而到急诊室就诊的人,以便接受目前公认的干预措施,并制定有效的卫生政策和应对措施。目前用于识别有这些行为的人的方法可能是费时费力的,或者可能低估了真实的数字。方法:本研究调查了一种新的基于机器学习的自然语言处理程序的使用,该程序用于量化与自杀或自残想法或行为相关的急诊科报告的数量。该程序根据急诊科的分类记录识别这些演示。我们比较了自然语言处理程序与识别自杀或自残相关陈述的替代方法,包括国际疾病和相关健康问题统计分类,第十版,澳大利亚修改编码和关键词搜索。结果:使用国际疾病和相关健康问题统计分类,第十版,数据集中包含的澳大利亚修改代码,在2015年7月至2022年6月期间确定了10,399例与自杀或自残相关的急诊科报告,而自然语言处理程序在同一时期发现了27,298例报告,精度为0.89,召回率为0.94。通过将所有方法的识别与一组手动识别的演示进行比较,对所有方法进行评估。自然语言处理识别最适合提供准确、全面和高效的定量。结论:这项研究表明,在澳大利亚首都地区,使用现有方法识别与自杀或自残有关的急诊室报告的比例不到40%。通过提供一种改进的识别方法,本研究可以更准确地分析和理解自杀和自残问题。
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引用次数: 0
Persistence of antidepressant treatment in children and adolescents: A population-based cohort study. 儿童和青少年抗抑郁治疗的持久性:一项基于人群的队列研究。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-28 DOI: 10.1177/00048674261418458
Gizat M Kassie, Jenni Ilomaki, Stephen J Wood, Jacqueline Gould, Melissa Raven, Jon N Jureidini, Luke E Grzeskowiak

Objective: To determine the prevalence and predictors of persistent antidepressant use among Australian children and adolescents.

Methods: A population-based cohort study was conducted, including children and adolescents aged from 5 to 18 years who initiated an antidepressant between 2014 and 2022, using 10% randoms sample of Pharmaceutical Benefits Scheme (PBS) dispensing data. We measured persistence at 1 and 2 years after initiation, as defined by continuous supply of any antidepressant with no gaps of more than 90 days between dispensings.

Results: A total of 44,366 children and adolescents initiated on antidepressants during the study period. Approximately one-quarter (23.1%) received only a single antidepressant dispensing, with a further 33.0% considered persistent users after 1 year and 19.8% considered persistent users after 2 years. Persistence at 1 year was significantly higher in females (adjusted odds ratios (aOR) 1.13 [1.09-1.18]) than males, and in concurrent users of antipsychotics (aOR 1.37 [1.22-1.54]) or psychostimulants (aOR 1.60 [1.49-1.71]) than non-users. The likelihood of persistent antidepressant use at 1 year was lower in individuals with a concession card (aOR 0.81 [0.78-0.85]) than general beneficiaries and in those who initiated with serotonin and norepinephrine reuptake inhibitors (aOR 0.60 [0.54-0.67]) or mirtazapine (aOR 0.45 [0.34-0.51]) compared with selective serotonin reuptake inhibitors. Findings were similar for persistent antidepressant use at 2 years.

Conclusion: Persistent antidepressant use beyond 1 or 2 years is common among children and adolescents and shows an increasing trend over time. The reasons for and appropriateness of prolonged treatment with antidepressants in this population warrant further investigation.

目的:确定澳大利亚儿童和青少年持续使用抗抑郁药的患病率和预测因素。方法:采用一项基于人群的队列研究,包括2014年至2022年期间开始服用抗抑郁药的5至18岁儿童和青少年,使用10%的随机样本药物福利计划(PBS)配药数据。我们测量了开始后1年和2年的持久性,定义为连续供应任何抗抑郁药,每次配药间隔不超过90天。结果:在研究期间,共有44,366名儿童和青少年开始服用抗抑郁药。大约四分之一(23.1%)的人只接受过一次抗抑郁药配药,另外33.0%的人认为一年后持续使用,19.8%的人认为两年后持续使用。女性患者1年的持续时间(校正优势比(aOR) 1.13[1.09-1.18])明显高于男性,同时服用抗精神病药物(aOR 1.37[1.22-1.54])或精神兴奋剂(aOR 1.60[1.49-1.71])的患者明显高于非服用者。与选择性5 -羟色胺再摄取抑制剂相比,优惠卡患者1年后持续使用抗抑郁药的可能性更低(aOR为0.81[0.78-0.85]),而开始使用5 -羟色胺和去甲肾上腺素再摄取抑制剂的患者(aOR为0.60[0.54-0.67])或米氮平(aOR为0.45[0.34-0.51])。持续使用抗抑郁药2年的结果相似。结论:儿童和青少年持续使用抗抑郁药超过1 - 2年是常见的,并且随着时间的推移呈增加趋势。在这一人群中长期使用抗抑郁药物治疗的原因和适当性值得进一步调查。
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引用次数: 0
Letter to the Editor regarding 'Artificial intelligence and academic publishing in psychiatry'. 致编辑关于“精神病学中的人工智能和学术出版”的信。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-17 DOI: 10.1177/00048674261425509
Shigeki Matsubara
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引用次数: 0
Supportive actions towards people with mental health problems in the community: A national survey of Australian adults. 对社区中有精神健康问题的人采取的支持行动:对澳大利亚成年人进行的全国调查。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-16 DOI: 10.1177/00048674261421778
Anthony F Jorm, Nicola J Reavley, Shurong Lu, Ellie Tsiamis, Amy J Morgan

Background: People with mental health problems often report that they are avoided and discriminated against. However, less is known about the occurrence of supportive actions. This study aimed to investigate the prevalence in Australian adults of actions recommended by expert consensus mental health first aid guidelines, as well as actions not recommended.

Methods: A national survey was carried out with 6045 Australians aged 18+ who were members of the Life in Australia probability-based online panel. Participants were asked about actions they intended to take to support a person with a mental health problem or in a mental health crisis. Those who had actually provided support to someone in the past 12 months were asked about what supportive actions they took, while those who had personally had a mental health problem were asked what support they had received.

Results: Respondents more frequently reported providing actions that were recommended in mental health first aid guidelines than those not recommended (medians across actions of 88.2% vs 37.8%). However, people who had a mental health problem in the past 12 months reported actually receiving recommended actions less frequently (median across actions of 65.5%). Actions to support a person at suicide risk were particularly in need of improvement, with only 41.8% of suicidal persons being asked about suicidal thoughts.

Conclusion: The findings show a need to further upskill Australian adults on how best to support people with mental health problems or in a mental health crisis, particularly those at suicide risk.

背景:有精神健康问题的人经常报告说他们受到回避和歧视。然而,人们对支持性行为的发生却知之甚少。本研究旨在调查澳大利亚成年人心理健康急救指南建议的行动的流行程度,以及不建议的行动。方法:对6045名18岁以上的澳大利亚人进行了全国性调查,这些人都是澳大利亚概率在线小组的成员。参与者被问及他们打算采取什么行动来支持有心理健康问题或处于心理健康危机中的人。那些在过去12个月里实际向某人提供支持的人被问及他们采取了什么支持行动,而那些个人有精神健康问题的人被问及他们得到了什么支持。结果:受访者更频繁地报告提供心理健康急救指南中建议的行动,而不是不建议的行动(行动的中位数为88.2%对37.8%)。然而,在过去12个月里有精神健康问题的人报告说,实际上接受建议行动的频率较低(行动的中位数为65.5%)。支持有自杀风险的人的行动尤其需要改进,只有41.8%的自杀者被问及自杀念头。结论:研究结果表明,需要进一步提高澳大利亚成年人在如何最好地支持有心理健康问题或处于心理健康危机中的人,特别是那些有自杀风险的人方面的技能。
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引用次数: 0
Body dysmorphic symptoms in autism and attention-deficit hyperactivity disorder: A comorbidity study. 自闭症和注意缺陷多动障碍的身体畸形症状:一项共病研究。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-12 DOI: 10.1177/00048674261418840
Janelle Janus, Denny Meyer, Ella Byrne, Katrina Holmes À Court, David J Castle, Susan L Rossell

Body dysmorphic disorder (BDD) is a persistently under-recognised psychiatric condition. Evidence suggests a degree of shared cognitive dysfunction and clinical presentation of BDD with autism spectrum disorder (ASD) and attention-deficit hyperactivity disorder (ADHD). The current study is the first to investigate the co-occurrence of BDD, ASD and ADHD in a large online community sample. Utilising data from an online survey, we investigated the comorbidity frequency of BDD, ASD and ADHD, as well as the presence of possible undiagnosed BDD in these neurodevelopmental populations (N = 6844). Individuals with BDD did not report a higher frequency of ASD or ADHD comorbidity than those without BDD. However, individuals with neurodevelopmental diagnoses were significantly more likely to have possible undiagnosed BDD than those without a neurodevelopmental diagnosis (ASD adjusted odds ratio [AOR] = 3.55, ADHD AOR = 2.45). These preliminary findings cautiously suggest that elevated body image concern and possible BDD in ASD and ADHD are potentially missed or misattributed to individuals' neurodevelopmental diagnoses without further investigation.

身体畸形障碍(BDD)是一种持续被忽视的精神疾病。有证据表明,BDD与自闭症谱系障碍(ASD)和注意力缺陷多动障碍(ADHD)有一定程度的共同认知功能障碍和临床表现。目前的研究是第一次在一个大型在线社区样本中调查BDD、ASD和ADHD的共同发病情况。利用在线调查的数据,我们调查了BDD、ASD和ADHD的合并症频率,以及这些神经发育人群中可能存在的未确诊的BDD (N = 6844)。与没有BDD的人相比,有BDD的人患ASD或ADHD合并症的频率并不高。然而,有神经发育诊断的个体比没有神经发育诊断的个体更有可能出现未确诊的BDD (ASD校正优势比[AOR] = 3.55, ADHD AOR = 2.45)。这些初步研究结果谨慎地表明,ASD和ADHD中身体形象关注的升高和可能的BDD可能被遗漏或错误地归因于个体的神经发育诊断,而没有进一步的研究。
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引用次数: 0
Author reply to Letter to the Editor regarding 'Exposures to Attention Deficit Hyperactivity Disorder medications reported to the New South Wales Poisons Information Centre (2014-2023): A retrospective study'. 作者回复给编辑关于“向新南威尔士州毒物信息中心报告的注意缺陷多动障碍药物暴露(2014-2023):一项回顾性研究”的信。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-09 DOI: 10.1177/00048674261418460
Amy B Thomson, Rose Fj Cairns, Nicholas A Buckley
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引用次数: 0
Temporal trends in youth mental health: Insights and predictions from 20 years of Child and Adolescent Mental Health Services data. 青少年心理健康的时间趋势:来自20年儿童和青少年心理健康服务数据的见解和预测。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-08 DOI: 10.1177/00048674251406460
Cayla A Bellagarda, Vineet Padmanabhan, Laura Dondzilo, Amelia Reynolds, Leenika Wijeratne

Objectives: There is a well-established trend of increasing prevalence of mental health disorders among children and young people. Understanding patterns across diagnostic categories and predicting future changes is crucial for effective interventions and service planning.

Methods: We employed advanced time series analysis techniques, autoregressive integrated moving average-based time series modelling and forecasting, to analyse two decades of routinely collected data from the Western Australian Child and Adolescent Mental Health Services system. The large-scale dataset, with consistent sampling intervals, enabled robust time series analyses to account for secular, seasonal and random fluctuations. Models estimated both historical and forecasted future trends in mental health presentations at Western Australian Child and Adolescent Mental Health Services.

Results: Modelling of historical data from 2004 to 2024 shows significant increases for anxiety disorders, mood disorders, personality disorders, sleep disorders, attention deficit hyperactivity disorder (ADHD) and autism and eating disorders. Forecasting to 2044 suggests that while anxiety disorders will decrease, ADHD, autism, eating disorders and sleep disorders will continue to increase.

Conclusions: We have established autoregressive integrated moving average modelling and forecasting as a robust, sophisticated and useful statistical approach to characterising historical and future trends in youth mental health. The ability to forecast into the future with confidence means we can identify what services are most needed and where gaps exist in current service provision or fund distribution permitting strategic allocation of finite resources and supporting complex funding decisions. Importantly, our findings encourage other health care services, locally and internationally, to use autoregressive integrated moving average modelling and forecasting to capitalize on routine health data to support proactive service planning initiatives.

目标:在儿童和青少年中,精神健康障碍的发病率呈上升趋势,这是一个明确的趋势。了解诊断类别之间的模式并预测未来的变化对于有效的干预和服务规划至关重要。方法:我们采用先进的时间序列分析技术,自回归综合移动平均时间序列建模和预测,分析了西澳大利亚儿童和青少年心理健康服务系统20年来的常规收集数据。该大规模数据集具有一致的采样间隔,能够进行稳健的时间序列分析,以解释长期、季节性和随机波动。模型估计了西澳大利亚儿童和青少年心理健康服务中心心理健康报告的历史和预测未来趋势。结果:对2004年至2024年历史数据的建模显示,焦虑症、情绪障碍、人格障碍、睡眠障碍、注意力缺陷多动障碍(ADHD)、自闭症和饮食障碍的发病率显著上升。到2044年的预测表明,虽然焦虑症将减少,但多动症、自闭症、饮食失调和睡眠障碍将继续增加。结论:我们已经建立了自回归综合移动平均模型和预测作为一个强大的,复杂的和有用的统计方法来表征青少年心理健康的历史和未来趋势。有信心预测未来的能力意味着我们能够确定哪些服务是最需要的,以及当前服务提供或资金分配中存在的差距,从而允许对有限的资源进行战略性分配,并支持复杂的资金决策。重要的是,我们的研究结果鼓励本地和国际上的其他医疗服务机构使用自回归综合移动平均模型和预测来利用常规健康数据来支持主动的服务规划举措。
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引用次数: 0
Artificial intelligence and academic publishing in psychiatry. 人工智能与精神病学学术出版。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-01 Epub Date: 2025-12-12 DOI: 10.1177/00048674251399029
Jeffrey C L Looi, Steve Kisely, Gin S Malhi
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引用次数: 0
Increasing demand and persistent gaps in perceived need for mental health care: National findings from 2007 to 2021. 心理卫生保健需求的不断增加和认知需求的持续差距:2007年至2021年的全国调查结果。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-01 Epub Date: 2025-12-17 DOI: 10.1177/00048674251393164
Yuan Tian, Darren Rajit, Frances Shawyer, Ingrid Ozols, Karen Price, Emily Callander, Brett Inder, Sebastian Rosenberg, Vinay Lakra, Ellie Fossey, Graham Meadows, Joanne Enticott

Aims: To examine self-perceived need for mental health care in the Australian adult population between 2007 and 2021.

Methods: The Perceived Need for Care Questionnaire in the 2007 and 2021 National Study of Mental Health and Wellbeing captures types of help needed in five mental health care categories: medication, information, counselling, social interventions and skills training. Needs are rated as unmet, partially met, or fully met. Twelve-month affective, anxiety and substance use disorders are assessed using WHO's Composite International Diagnostic Interview.

Results: Demand for mental health care (composite of need categories) among adult Australians increased from 14% (2007) to 20% (2021). It also increased in those with common disorders (43.3-58.9%) and without (6.5-9.9%). Highest 2021 demand was in those with affective (76%), followed by anxiety (61%) and substance use (43%) disorders. Rates of demands being fully met remained stable (45% in 2007; 48% in 2021), with rates among those with substance use (24% in 2021), affective or anxiety (38%) disorders, and those without a common disorder (63%). In 2021, needed supports were counselling (16%), information (11%), medication (10%), skills training (6%) and social interventions (5%). Fully met needs were highest for medication (81%), then counselling (57%), information (54%), skills training (41%) and social interventions (15%).

Conclusions: Despite service expansion, less than half of people with demand had fully met needs. Attention is needed on the causes, population-level prevention as well as treatment strategies to address this burgeoning mental health crisis.

目的:研究2007年至2021年间澳大利亚成年人对精神卫生保健的自我感知需求。方法:2007年和2021年国家心理健康和福祉研究中的护理感知需求问卷记录了五个心理保健类别所需的帮助类型:药物、信息、咨询、社会干预和技能培训。需求被划分为未满足、部分满足和完全满足。使用世卫组织的综合国际诊断面谈对12个月的情感、焦虑和物质使用障碍进行评估。结果:澳大利亚成年人对心理保健(综合需求类别)的需求从14%(2007年)增加到20%(2021年)。在有常见疾病(43.3-58.9%)和无常见疾病(6.5-9.9%)的人群中也有所增加。2021年需求最高的是情感障碍(76%),其次是焦虑(61%)和物质使用障碍(43%)。需求得到充分满足的比率保持稳定(2007年为45%;2021年为48%),其中物质使用(2021年为24%)、情感或焦虑障碍(38%)和无常见障碍(63%)者的需求得到充分满足。2021年,需要的支持包括咨询(16%)、信息(11%)、药物(10%)、技能培训(6%)和社会干预(5%)。得到充分满足的需求最高的是药物(81%),其次是咨询(57%)、信息(54%)、技能培训(41%)和社会干预(15%)。结论:尽管服务扩大了,但只有不到一半的有需求的人完全满足了需求。需要注意原因、人口层面的预防以及治疗战略,以解决这一迅速发展的精神健康危机。
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引用次数: 0
Paramedic powers in mental health crises: A comparative legal analysis. 心理健康危机中的护理人员权力:比较法律分析。
IF 3.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-01 Epub Date: 2025-12-07 DOI: 10.1177/00048674251395412
Dylan A Mordaunt, David O'Byrne, Nicole Jones

Introduction: Effective management of mental health crises is a growing global concern, significantly impacting emergency services. In New Zealand the New Zealand Police have begun reducing their involvement in mental health emergencies. This shift positions paramedics as primary responders in pre-hospital mental health crisis management. This current study conducts a comparative analysis of mental health legislation in New Zealand, Australian jurisdictions and the United Kingdom to assess how laws empower paramedics in mental health crises.

Methods: A structured framework was employed to evaluate 12 key domains relevant to pre-hospital mental health interventions. These domains include criteria for involuntary detention, emergency detention and transportation powers, integration of services and legal protections for paramedics.

Results: The analysis reveals that New Zealand's Mental Health Bill (as introduced in 2024) emphasises reducing coercion and promoting culturally appropriate care but lacks provisions granting paramedics the authority to manage crises in isolation. In contrast, jurisdictions like the Northern Territory, Western Australia and Queensland empower paramedics with greater legal authority and more integrated roles in mental health emergencies.

Discussion: The absence of health-based legal tools and insufficient integration with mental health services in New Zealand may limit paramedics' effectiveness in crisis management, potentially increasing reliance on police and delaying interventions. Recommendations include expanding paramedic authority in line with other jurisdictions and improving integration with mental health services. By adopting models from leading Australian jurisdictions, New Zealand paramedics will be better placed to manage mental health responses and support a reduction in police involvement.

导言:有效管理心理健康危机是全球日益关注的问题,对应急服务产生了重大影响。在新西兰,新西兰警方已开始减少他们对精神卫生紧急情况的参与。这种转变使护理人员成为院前心理健康危机管理的主要响应者。本研究对新西兰、澳大利亚司法管辖区和联合王国的心理健康立法进行了比较分析,以评估法律如何赋予心理健康危机中的护理人员权力。方法:采用结构化框架对院前心理健康干预相关的12个关键领域进行评估。这些领域包括非自愿拘留的标准、紧急拘留和运输权力、服务一体化以及对护理人员的法律保护。结果:分析显示,新西兰的《精神卫生法》(于2024年推出)强调减少胁迫和促进文化上适当的护理,但缺乏赋予护理人员独立处理危机的权力的规定。相比之下,北领地、西澳大利亚和昆士兰等司法管辖区赋予护理人员更大的法律权威,并在精神卫生紧急情况中发挥更综合的作用。讨论:新西兰缺乏以健康为基础的法律工具,并且没有充分整合精神卫生服务,这可能限制护理人员在危机管理方面的效力,可能增加对警察的依赖,并推迟干预措施。建议包括根据其他司法管辖区扩大辅助医务人员的权力,并改善与精神卫生服务的结合。通过采用澳大利亚主要司法管辖区的模式,新西兰护理人员将更好地管理心理健康反应,并支持减少警察的参与。
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引用次数: 0
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Australian and New Zealand Journal of Psychiatry
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