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Dobbs MF, McGowan A, Selloni A, Bilgrami Z, Sarac C, Cotter M, Herrera SN, Cecchi GA, Goodman M, Corcoran CM, Srivastava A. Linguistic correlates of suicidal ideation in youth at clinical high-risk for psychosis. Schizophr Res 2023; 259:20-27. [PMID: 36933977 PMCID: PMC10504409 DOI: 10.1016/j.schres.2023.03.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 03/04/2023] [Accepted: 03/05/2023] [Indexed: 03/20/2023]
Abstract
Suicidal ideation (SI) is prevalent among individuals at clinical high-risk for psychosis (CHR). Natural language processing (NLP) provides an efficient method to identify linguistic markers of suicidality. Prior work has demonstrated that an increased use of "I", as well as words with semantic similarity to "anger", "sadness", "stress" and "lonely", are correlated with SI in other cohorts. The current project analyzes data collected in an SI supplement to an NIH R01 study of thought disorder and social cognition in CHR. This study is the first to use NLP analyses of spoken language to identify linguistic correlates of recent suicidal ideation among CHR individuals. The sample included 43 CHR individuals, 10 with recent suicidal ideation and 33 without, as measured by the Columbia-Suicide Severity Rating Scale, as well as 14 healthy volunteers without SI. NLP methods include part-of-speech (POS) tagging, a GoEmotions-trained BERT Model, and Zero-Shot Learning. As hypothesized, individuals at CHR for psychosis who endorsed recent SI utilized more words with semantic similarity to "anger" compared to those who did not. Words with semantic similarity to "stress", "loneliness", and "sadness" were not significantly different between the two CHR groups. Contrary to our hypotheses, CHR individuals with recent SI did not use the word "I" more than those without recent SI. As anger is not characteristic of CHR, findings have implications for the consideration of subthreshold anger-related sentiment in suicidal risk assessment. As NLP is scalable, findings suggest that language markers may improve suicide screening and prediction in this population.
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Affiliation(s)
- Matthew F Dobbs
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
| | - Alessia McGowan
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
| | - Alexandria Selloni
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
| | - Zarina Bilgrami
- Department of Psychology, Emory University, 201 Dowman Dr, Atlanta, GA 3032, USA.
| | - Cansu Sarac
- Department of Psychology, Long Island University-Brooklyn, 1 University Plaza, Brooklyn, NY 11201, USA.
| | - Matthew Cotter
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
| | - Shaynna N Herrera
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
| | - Guillermo A Cecchi
- IBM T. J. Watson Research Center, 1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA.
| | - Marianne Goodman
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA; VISN 2 Mental Illness Research, Education, and Clinical Center (MIRECC), James J. Peters Veterans Affairs Medical Center, 130 W Kingsbridge Rd, The Bronx, NY 10468, USA.
| | - Cheryl M Corcoran
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA; VISN 2 Mental Illness Research, Education, and Clinical Center (MIRECC), James J. Peters Veterans Affairs Medical Center, 130 W Kingsbridge Rd, The Bronx, NY 10468, USA.
| | - Agrima Srivastava
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.
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Homan S, Gabi M, Klee N, Bachmann S, Moser AM, Duri' M, Michel S, Bertram AM, Maatz A, Seiler G, Stark E, Kleim B. Linguistic features of suicidal thoughts and behaviors: A systematic review. Clin Psychol Rev 2022; 95:102161. [DOI: 10.1016/j.cpr.2022.102161] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Revised: 03/28/2022] [Accepted: 04/27/2022] [Indexed: 12/13/2022]
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Variath C, Peter E, Cranley L, Godkin D, Just D. Relational influences on experiences with assisted dying: A scoping review. Nurs Ethics 2020; 27:1501-1516. [PMID: 32436431 DOI: 10.1177/0969733020921493] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Family members and healthcare providers play an integral role in a person's assisted dying journey. Their own needs during the assisted dying journey are often, however, unrecognized and underrepresented in policies and guidelines. Circumstances under which people choose assisted dying, and relational contexts such as the sociopolitical environment, may influence the experiences of family members and healthcare providers. ETHICAL CONSIDERATIONS Ethics approval was not required to conduct this review. AIM This scoping review aims to identify the relational influences on the experiences of family members and healthcare providers of adults who underwent assisted dying and of those unable to access assisted dying due to the loss of capacity to consent. METHODS A literature search was conducted in four databases, including MEDLINE, EMBASE, Cumulative Index to Nursing and Allied Health Literature (CINAHL) and PsycINFO. The search retrieved 12,074 articles, a number narrowed down to 172 articles for full-text screening. Thirty-six articles met the established inclusion criteria. A feminist relational framework guided the data analysis. RESULTS Five key themes on the influences of family members' and healthcare providers' experiences throughout the assisted dying process were synthesized from the data. They include (1) relationships as central to beginning the process, (2) social and political influences on decision making, (3) complex roles and responsibilities of family members and healthcare providers, (4) a unique experience of death, and (5) varying experiences following death. CONCLUSION The feminist relational lens, used to guide analysis, shed light on the effect of the sociopolitical influences and the relationships among patients, families, and healthcare providers on each other's experiences. Addressing the needs of the family members and healthcare providers is vital to improving the assisted dying process. Including families' and healthcare providers' needs within institutional policies and enhancing collaboration and communication among those involved could improve the overall experience.
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Abstract
In June 2016, Bill C-14 or Medical Assistance in Dying legislation became law in Canada. With this law came changes to nurses' (ie, nurse practitioner, registered nurse, registered practical nurse) scopes of practice, roles, and responsibilities. While federal law, regulatory, and organizational policies are developed to inform nurses about the practice of medical assistance in dying, there is little evidence examining how nurses' roles and responsibilities are enacted in practice. Therefore, a scoping review was conducted to synthesize the evidence on nurses' roles and responsibilities in relation to medical assistance in dying and to identify gaps in the literature. A secondary aim was to identify organizational supports for nurses to effectively and ethically engage in medical assistance in dying. Using a recognized and rigorous scoping review methodology, the findings from 24 research studies were synthesized in this article. The analysis highlights the importance of effective health care professional engagement with the individual in the decision-making process and of the need to educate, support, and include nurses in providing medical assistance in dying. Overall, the current research on medical assistance in dying is limited in Canada, and more attention is needed on the role of the nurse.
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Gamondi C, Fusi-Schmidhauser T, Oriani A, Payne S, Preston N. Family members' experiences of assisted dying: A systematic literature review with thematic synthesis. Palliat Med 2019; 33:1091-1105. [PMID: 31244384 DOI: 10.1177/0269216319857630] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Families' experiences of assisted dying are under-investigated and families are rarely considered in clinical guidelines concerning assisted dying. AIM To systematically review family experiences of assisted dying. DESIGN A systematic literature review using thematic synthesis. DATA SOURCES MEDLINE, Embase, CINAHL, AMED (Allied and Complementary Medicine) and PsycINFO databases (January 1992 to February 2019). Studies investigating families' experiences on the practice of legalised assisted dying were included. We excluded studies prior to legalisation within the jurisdiction, secondary data analysis and opinion papers. RESULTS Nineteen articles met the inclusion criteria. Publications were derived from four countries: The Netherlands, United States (Oregon, Washington and Vermont), Canada and Switzerland. Dutch studies predominately investigated family involvement in euthanasia, while Swiss and American studies only reported on assisted suicide. Eleven studies had a qualitative design, using predominately in-depth interviews; seven were retrospective surveys. Five analytical themes represented families' experiences in assisted dying: (1) context of the decision, (2) grounding the decision, (3) cognitive and emotional work, (4) experiencing the final farewell and (5) grief and bereavement. The results showed that families can be very involved in supporting patients seeking assisted dying, where open communication is maintained. Family involvement appeared to be influenced by the type of legislation in their country and the families' perception of the social acceptability of assisted dying. CONCLUSION Our data confirm that families across all jurisdictions are involved in assisted suicide decision and enactment. Family needs are under-researched, and clinical guidelines should incorporate recommendations about how to consider family needs and how to provide them with evidence-based tailored interventions.
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Affiliation(s)
- Claudia Gamondi
- 1 Palliative and Supportive Care Service, Department of Medicine, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland.,2 Palliative and Supportive Care Clinic, Oncology Institute of Southern Switzerland, Bellinzona, Switzerland
| | - Tanja Fusi-Schmidhauser
- 2 Palliative and Supportive Care Clinic, Oncology Institute of Southern Switzerland, Bellinzona, Switzerland
| | - Anna Oriani
- 2 Palliative and Supportive Care Clinic, Oncology Institute of Southern Switzerland, Bellinzona, Switzerland
| | - Sheila Payne
- 3 International Observatory on End of Life Care, Faculty of Health and Medicine, Lancaster University, Lancaster, UK
| | - Nancy Preston
- 3 International Observatory on End of Life Care, Faculty of Health and Medicine, Lancaster University, Lancaster, UK
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Lu A, Mohan D, Alexander SC, Mescher C, Barnato AE. The Language of End-of-Life Decision Making: A Simulation Study. J Palliat Med 2015; 18:740-6. [PMID: 26186668 DOI: 10.1089/jpm.2015.0089] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Framing is known to influence decision making. OBJECTIVE The study objective was to describe language used by physicians when discussing treatment options with a critically and terminally ill elder. METHODS High-fidelity simulation was used, involving an elder with end-stage cancer and life-threatening hypoxia, followed by a debriefing interview. Subjects were hospitalist, emergency medicine, and critical care physicians from three academic medical centers. Measures were observation of encounters in real time followed by content analysis of simulation and debriefing interview transcripts. During the simulation we identified the first mention ("broaching") of principal treatment options--intubation and mechanical ventilation (life-sustaining treatment [LST]) and palliation in anticipation of death (palliation)--and used constant comparative methods to identify language used. We identified physician opinions about the use of LST in this clinical context during the debriefing interviews, and compared language used with opinions. RESULTS Among 114 physician subjects, 106 discussed LST, 86 discussed palliation, and 84 discussed both. We identified five frames: will (decided), must (necessary), should (convention), could (option), and ask (elicitation of preferences). Physicians broached LST differently than palliation (p<0.01), most commonly framing LST as necessary (53%), while framing palliation as optional (49%). Among physicians who framed LST as imperative (will or must), 16 (30%) felt intubation would be inappropriate in this clinical situation. CONCLUSIONS In this high-fidelity simulation experiment involving a critically and terminally ill elder, the majority of physicians framed the available options in ways implying LST was the expected or preferred choice. Framing of treatment options could influence ultimate treatment decisions.
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Affiliation(s)
- Annie Lu
- 1 Department of Pediatrics and Communicable Diseases, University of Michigan , Ann Arbor, Michigan
| | - Deepika Mohan
- 2 Department of Critical Care Medicine, University of Pittsburgh School of Medicine , Pittsburgh, Pennsylvania
| | - Stewart C Alexander
- 3 Department of Consumer Science, Purdue University , West Lafayette, Indiana
| | - Craig Mescher
- 4 Department of Medicine, Division of Hematology, Oncology, and Transplantation, University of Minnesota , Minneapolis, Minnesota
| | - Amber E Barnato
- 5 Section of Decision Sciences, Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine , Pittsburgh, Pennsylvania.,6 Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh , Pittsburgh, Pennsylvania
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