Gregory K. Brown

Safety Planning vs Standard Care for Suicide Prevention After Pretrial Jail Detention

Lauren M. Weinstock, Richard Norman Jones, Ted R. Miller, Gregory K. Brown et autres

Importance: In the US, 1 in 5 adult suicide decedents has spent at least 1 night in jail in the year prior to death. Objective: To evaluate the effectiveness of the Safety Planning Intervention (SPI) with telephone follow-up as an adjunct to …

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Moderating effects of coping strategies on the associations between stigma and depression among emerging adults

Tao Lin, Mingcong Tang, José A. Bauermeister, Jennifer T. Tran et autres

BACKGROUNDS: Emerging adult sexual and gender minority (EA-SGM) populations experience many forms of stigma, which places them at greater risk for mental health problems. In this prospective study, we examined the association between depression and three types of stigma, gender identity stigma, …

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Exploring the Potential of Large Language Models for Automated Safety Plan Scoring in Outpatient Mental Health Settings (Preprint)

Hayoung Kim Donnelly, Gregory K. Brown, Kelly L. Green, Uğurcan Vurgun et autres

UNSTRUCTURED The Safety Planning Intervention (SPI) produces a plan to help manage patients’ suicide risk. High-quality safety plans – that is, those with greater fidelity to the original program model – are more effective in reducing suicide risk. We developed the Safety …

Managed care updates of subscriber jail release to prompt community suicide prevention: clinical trial protocol

Sarah A. Arias, Kimberly Gentry Sperber, Richard Norman Jones, Faye S. Taxman et autres

BACKGROUND: Recent jail detention is a marker for trait and state suicide risk in community-based populations. However, healthcare providers are typically unaware that their client was in jail and few post-release suicide prevention efforts exist. This protocol paper describes an effectiveness-implementation trial …

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Managed Care Updates of Subscriber Jail Release to Prompt Community Suicide Prevention: Clinical Trial Protocol

Sarah A. Arias, Kimberly Gentry Sperber, Richard Norman Jones, Faye S. Taxman et autres

Background: Recent jail detention is a marker for trait and state suicide risk in community-based populations. However, healthcare providers are typically unaware that their client was in jail and few post-release suicide prevention efforts exist. This protocol paper describes an effectiveness-implementation trial …

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Effect of an Emergency Department Process Improvement Package on Suicide Prevention

Edwin D. Boudreaux, Celine Larkin, Ana Vallejo Sefair, Yunsheng Ma et autres

Importance: Suicide is a leading cause of deaths in the US. Although the emergency department (ED) is an opportune setting, ED-initiated interventions remain underdeveloped and understudied. Objective: To determine if an ED process improvement package, with a subfocus on improving the implementation …

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Learning and Adaptation From Minimum Samples With Heterogeneous Quality: An Investigation of Image Segmentation Networks on Natural Dataset

V. V. Sajith Variyar, V. Sowmya, Ramesh Sivanpillai, Gregory K. Brown

Training deep learning-based image segmentation networks require large number of samples of adequate quality. However, obtaining large number of samples is not possible in certain domains. Recent approaches use augmentation and transfer learning techniques to overcome small sample size. Augmentation techniques are …

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Challenges and Promises of Brief Interventions to Decrease the Risk of Suicide After Psychiatric Hospitalization

Gregory K. Brown

INFLUENCE OF ADDITIONAL SPECTRAL BANDS FOR EPIPHYTE SEGMENTATION ON DRU-NET

Anjana K Menon, V. V. Sajith Variyar, Ramesh Sivanpillai, V. Sowmya et autres

Abstract. Dense Residual U-Net (DRU-Net) is a neural network used for image segmentation. It is based on the U-Net architecture and isa combination of modified ResNet as the encoder and modified DenseNet as the decoder blocks. DRU-Net captures both the local and …

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Epiphyte Segmentation using DRU-Net

Anjana K Menon, V. V. Sajith Variyar, Ramesh Sivanpillai, V. Sowmya et autres

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Segmentation of Epiphytes in Grayscale Images Using a CNN-Transformer Hybrid Architecture

R. Rahesh, V. V. Sajith Variyar, Ramesh Sivanpillai, V. Sowmya et autres

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Practitioner Experiences Responding to Suicide Risk for Survivors of Human Trafficking in the Philippines

Laura Cordisco Tsai, Catherine Carlson, Rhea Baylosis, Elizabeth Hentschel et autres

Human trafficking survivors experience elevated suicide risk in comparison to the general population. Anti-trafficking service providers in the Philippines have identified capacity building in suicide prevention as a critical priority given the insufficient number of trained mental health professionals and lack of …

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