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Yusufov M, Pirl WF, Braun I, Tulsky JA, Lindvall C. Natural Language Processing for Computer-Assisted Chart Review to Assess Documentation of Substance use and Psychopathology in Heart Failure Patients Awaiting Cardiac Resynchronization Therapy. J Pain Symptom Manage 2022; 64:400-409. [PMID: 35716959 DOI: 10.1016/j.jpainsymman.2022.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Revised: 06/09/2022] [Accepted: 06/09/2022] [Indexed: 11/19/2022]
Abstract
CONTEXT Advanced heart failure (HF) patients often experience distressing psychological symptoms, frequently meeting diagnostic criteria for psychological disorders, including anxiety, depression, and substance use disorder. Patients with device-based HF therapies have added risk for psychological disorders, with consequences for their physiological functioning, including adverse cardiac outcomes. OBJECTIVES This study used natural language processing (NLP) for computer-assisted chart review to assess documentation of mental health and substance use in HF patients awaiting cardiac resynchronization therapy (CRT), a device-based HF therapy. METHODS We applied NLP to clinical notes from electronic health records (EHR) of 965 consecutive patients, with 9821 total clinical notes, at two academic medical centers between 2004 and 2015. We developed and validated a keyword library capturing terms related to mental health and substance use, while balancing specificity and sensitivity. RESULTS Mean age was 71.6 years (SD = 11.8), 78% male, and 87% non-Hispanic White. Of the 544 patients (56.4%) with documentation of mental health history, 9.7% had their mental health assessed and 6.6% had a plan documented. Of the 773 patients (80.1%) with documentation of substance use history, 10 (1.0%) had an assessment, and 3 (0.3%) had a plan. CONCLUSION Despite clinical recommendations and standards of care, clinicians are under documenting assessments and plans prior to CRT. Future research should develop an algorithm to prompt clinicians to document this content. Such quality improvement efforts may ensure adherence to standards of care and clinical guidelines.
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Affiliation(s)
- Miryam Yusufov
- Department of Psychosocial Oncology and Palliative Care (M.Y., W.F.P., I.B., J.A.T., C.L.), Dana-Farber Cancer Institute, Boston, Massachusetts, USA; Harvard Medical School (M.Y., W.F.P., I.B., J.A.T., C.L.), Boston, Massachusetts, USA.
| | - William F Pirl
- Department of Psychosocial Oncology and Palliative Care (M.Y., W.F.P., I.B., J.A.T., C.L.), Dana-Farber Cancer Institute, Boston, Massachusetts, USA; Harvard Medical School (M.Y., W.F.P., I.B., J.A.T., C.L.), Boston, Massachusetts, USA
| | - Ilana Braun
- Department of Psychosocial Oncology and Palliative Care (M.Y., W.F.P., I.B., J.A.T., C.L.), Dana-Farber Cancer Institute, Boston, Massachusetts, USA; Harvard Medical School (M.Y., W.F.P., I.B., J.A.T., C.L.), Boston, Massachusetts, USA
| | - James A Tulsky
- Department of Psychosocial Oncology and Palliative Care (M.Y., W.F.P., I.B., J.A.T., C.L.), Dana-Farber Cancer Institute, Boston, Massachusetts, USA; Harvard Medical School (M.Y., W.F.P., I.B., J.A.T., C.L.), Boston, Massachusetts, USA
| | - Charlotta Lindvall
- Department of Psychosocial Oncology and Palliative Care (M.Y., W.F.P., I.B., J.A.T., C.L.), Dana-Farber Cancer Institute, Boston, Massachusetts, USA; Harvard Medical School (M.Y., W.F.P., I.B., J.A.T., C.L.), Boston, Massachusetts, USA
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Ng J, Sears SF, Exner DV, Reyes L, Cravetchi X, Cassidy P, Morton J, Lohrenz C, Low A, Sandhu RK, Sheldon RS, Raj SR. Age, Sex, and Remote Monitoring Differences in Device Acceptance for Patients With Implanted Cardioverter Defibrillators in Canada. CJC Open 2020; 2:483-489. [PMID: 33305207 PMCID: PMC7710939 DOI: 10.1016/j.cjco.2020.06.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 06/10/2020] [Indexed: 10/29/2022] Open
Abstract
Background Implantable cardioverter defibrillator (ICD) acceptance and shock anxiety are issues that clinicians should address to improve quality of life among device recipients. Previous findings have indicated that younger patients experience poorer device adjustment. The purpose of this study was to examine age and ICD-specific quality-of-life outcomes in a large sample of Canadian ICD patients. We tested the hypothesis that patient age is related to device acceptance and shock anxiety in an Alberta (Canada) ICD population. Methods The Florida Patient Acceptance Survey (FPAS) and Florida Shock Acceptance Survey (FSAS) were completed by ICD patients attending the Cardiac Implantable Electrical Device Clinics in Alberta. The population was dichotomized into those aged ≤ 65 years (younger) and those aged > 65 years (older). Sex, ICD shock history, and remote monitoring use were also examined. Results Surveys were completed by 126 younger (53 ± 11 years; 79% male) and 216 older (74 ± 6 years; 85% male) patients. Younger, compared with older, patients had greater device-related distress (P < 0.001) and more body-image concerns (P < 0.001), but no differences in return to function or positive appraisal. Younger patients reported lower total device acceptance (P = 0.001) and greater total shock anxiety (P < 0.001) compared with older patients. Conclusions ICD patients aged ≤ 65 years reported poorer device acceptance and greater shock anxiety than older patients. Younger patients may require targeted interventions addressing adjustment to the ICD, and impact of the ICD on body image. Moreover, education about the relatively low probability of shocks may alleviate shock anxiety in younger patients.
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Affiliation(s)
- Jessica Ng
- Department of Cardiac Sciences, Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, Alberta, Canada
| | - Samuel F Sears
- Departments of Psychology and Cardiovascular Sciences, East Carolina University, Greenville, North Carolina, USA
| | - Derek V Exner
- Department of Cardiac Sciences, Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, Alberta, Canada
| | - Lucy Reyes
- Department of Cardiac Sciences, Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, Alberta, Canada
| | - Xenia Cravetchi
- Division of Cardiology, Mazankowski Alberta Heart Institute, University of Alberta, Edmonton, Alberta, Canada
| | | | - James Morton
- Alberta Health Services, Red Deer, Alberta, Canada
| | | | - Aaron Low
- Alberta Health Services, Lethbridge, Alberta, Canada
| | - Roopinder K Sandhu
- Division of Cardiology, Mazankowski Alberta Heart Institute, University of Alberta, Edmonton, Alberta, Canada
| | - Robert S Sheldon
- Department of Cardiac Sciences, Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, Alberta, Canada
| | - Satish R Raj
- Department of Cardiac Sciences, Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, Alberta, Canada
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VERKERK AGNESJ, VERMEER ALEXAM, SMETS ELLENM, DEKKER LUKASR, WILDE ARTHURA, VAN LANGEN IRENEM, CHRISTIAANS IMKE, NIEUWKERK PYTHIAT. Quality of Life in Young Adult Patients with a Cardiogenetic Condition Receiving an ICD for Primary Prevention of Sudden Cardiac Death. PACING AND CLINICAL ELECTROPHYSIOLOGY: PACE 2015; 38:870-7. [DOI: 10.1111/pace.12649] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2014] [Revised: 03/03/2015] [Accepted: 04/12/2015] [Indexed: 11/30/2022]
Affiliation(s)
- AGNES J. VERKERK
- Department of Clinical and Experimental Cardiology, Heart Centre AMC; Academic Medical Center; Amsterdam the Netherlands
| | - ALEXA M. VERMEER
- Department of Clinical Genetics; Academic Medical Center; Amsterdam the Netherlands
| | - ELLEN M. SMETS
- Department of Medical Psychology; Academic Medical Center; Amsterdam the Netherlands
| | - LUKAS R. DEKKER
- Department of Cardiology; Catharina Hospital; Eindhoven the Netherlands
| | - ARTHUR A. WILDE
- Department of Clinical and Experimental Cardiology, Heart Centre AMC; Academic Medical Center; Amsterdam the Netherlands
| | - IRENE M. VAN LANGEN
- Department of Clinical Genetics; University Medical Center Groningen; Groningen the Netherlands
| | - IMKE CHRISTIAANS
- Department of Clinical Genetics; Academic Medical Center; Amsterdam the Netherlands
| | - PYTHIA T. NIEUWKERK
- Department of Medical Psychology; Academic Medical Center; Amsterdam the Netherlands
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Living with an implantable cardiac defibrillator: a model of chronic uncertainty. Res Theory Nurs Pract 2014; 28:71-86. [PMID: 24772608 DOI: 10.1891/1541-6577.28.1.71] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Over the last two decades, the number of patients receiving implantable cardiac defibrillators (ICDs) for the prevention of sudden cardiac death has grown significantly. This growth is largely the result of broadened indication for ICD use because of the success of trials demonstrating efficacy. Early ICD indication centered on secondary prevention, which then advanced to primary prevention in high-risk patients. Nurses delivering care to these patients not only manage this complex technology but also patients' uncertainty about their survival and related psychosocial adjustment to receiving an ICD. To inform practice, theoretical models such as Mishel's (1988) uncertainty in illness model provide insight into such acute phases of illness. This article proposes expansion of the uncertainty in illness model to advance knowledge in this field for nurses caring for patients with ICD.
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Wong FMF, Sit JWH, Wong EML, Choi KC. Factors associated with health-related quality of life among patients with implantable cardioverter defibrillator: identification of foci for nursing intervention. J Adv Nurs 2014; 70:2821-34. [DOI: 10.1111/jan.12434] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/22/2014] [Indexed: 12/01/2022]
Affiliation(s)
| | - Janet Wing Hung Sit
- The Chinese University of Hong Kong; the Nethersole School of Nursing; Hong Kong
| | - Eliza Mi Ling Wong
- The Chinese University of Hong Kong; the Nethersole School of Nursing; Hong Kong
| | - Kai Chow Choi
- The Chinese University of Hong Kong; the Nethersole School of Nursing; Hong Kong
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Morken IM, Norekvål TM, Bru E, Larsen AI, Karlsen B. Perceptions of healthcare professionals’ support, shock anxiety and device acceptance among implantable cardioverter defibrillator recipients. J Adv Nurs 2014; 70:2061-2071. [PMID: 24506575 DOI: 10.1111/jan.12364] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2013] [Revised: 09/13/2013] [Accepted: 01/11/2014] [Indexed: 11/30/2022]
Affiliation(s)
- Ingvild M. Morken
- Department of Cardiology; Stavanger University Hospital; Norway
- Department of Health Studies; University of Stavanger; Norway
| | - Tone M. Norekvål
- Department of Heart Disease; Haukeland University Hospital; Bergen Norway
- Institute of Medicine; University of Bergen; Norway
| | - Edvin Bru
- Department of Health Studies; University of Stavanger; Norway
- Norwegian Centre for Learning Environment and Behavioural Research in Education; University of Stavanger; Norway
| | - Alf I. Larsen
- Department of Cardiology; Stavanger University Hospital; Norway
- Institute of Medicine; University of Bergen; Norway
| | - Bjørg Karlsen
- Department of Health Studies; University of Stavanger; Norway
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Jaarsma T, Deaton C, Fitzsimmons D, Fridlund B, Hardig BM, Mahrer-Imhof R, Moons P, Noureddine S, O’Donnell S, Pedersen SS, Stewart S, Strömberg A, Thompson DR, Tokem Y, Kjellström B. Research in cardiovascular care: A position statement of the Council on Cardiovascular Nursing and Allied Professionals of the European Society of Cardiology. Eur J Cardiovasc Nurs 2013; 13:9-21. [DOI: 10.1177/1474515113509761] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Tiny Jaarsma
- Department of Social and Welfare Studies, Faculty of Health Sciences, Linköping University, Linköping, Sweden
| | - Christi Deaton
- School of Nursing, Midwifery & Social Work, Central Manchester University Hospitals NHS Foundation Trust, UK
| | | | - Bengt Fridlund
- School of Health Sciences, Jönköping University, Jönköping, Sweden
| | - Bjarne M Hardig
- Physio-Control Sweden/Jolife AB, Sweden; Department of Cardiology, Lund University, Sweden
| | - Romy Mahrer-Imhof
- Institute of Nursing, Zurich University of Applied Sciences, Switzerland
| | - Philip Moons
- Department of Public Health and Primary Care, University of Leuven, Belgium; The Heart Centre, Copenhagen University Hospital, Denmark
| | - Samar Noureddine
- Hariri School of Nursing, American University of Beirut, Lebanon
| | | | - Susanne S Pedersen
- Department of Medical and Clinical Psychology, Tilburg University, The Netherlands; Thorax Center, Erasmus Medical Center, The Netherlands; Institute of Psychology, University of Southern Denmark, Denmark; Department of Cardiology, Odense University Hospital, Denmark
| | - Simon Stewart
- National Health and Medical Research Council (NHMRC) Centre of Research Excellence to Reduce Inequality in Heart Disease & Preventative Health, Baker IDI Heart and Diabetes Institute, Australia
| | - Anna Strömberg
- Department of Medicine and Health Sciences, Linköping University, Sweden; Department of Cardiology, County Council of Östergötland, Sweden
| | - David R Thompson
- Cardiovascular Research Centre, Australian Catholic University, Australia
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Carroll SL, McGillion M, Stacey D, Healey JS, Browne G, Arthur HM, Thabane L. Development and feasibility testing of decision support for patients who are candidates for a prophylactic implantable defibrillator: a study protocol for a pilot randomized controlled trial. Trials 2013; 14:346. [PMID: 24148851 PMCID: PMC4015905 DOI: 10.1186/1745-6215-14-346] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2013] [Accepted: 10/08/2013] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Patients, identified to be at risk for but who have never experienced a potentially lethal cardiac arrhythmia, have the option of receiving an implantable cardioverter defibrillator (ICD) as prophylaxis against sudden cardiac death - a primary prevention indication. In Canada, there is no clear framework to support patients' decision-making for these devices. Decision support, using a decision aid, could moderate treatment-related uncertainty and prepare patients to make well-informed decisions. Patient decision aids provide information on treatment options, risks, and benefits, to help patients clarify their values for outcomes of treatment options. The objectives of this research are: 1) develop a decision aid, 2) evaluate the decision aid, and 3) determine the feasibility of conducting a trial. METHODS/DESIGN A development panel comprised of the core investigative team, health service researchers, decision science experts, cardiovascular healthcare practitioners, and ICD patient representatives will collaborate to provide input on the content and format of the aid. To generate probabilities to include in the aid, we will synthesize primary prevention ICD evidence. To obtain anonymous input about the facts and content, we will employ a modified Delphi process. To evaluate the draft decision aid will invite ICD patients and their families (n = 30) to rate its acceptability. After we evaluate the aid, to determine the feasibility, we will conduct a feasibility pilot randomized controlled trial (RCT) in new ICD candidates (n = 80). Participants will be randomized to receive a decision aid prior to specialist consultation versus usual care. Results from the pilot RCT will determine the feasibility of research processes; inform sample size calculation, measure decision quality (knowledge, values, decision conflict) and the influence of health related quality of life on decision-making. DISCUSSION Our study seeks to develop a decision aid, for patients offered their first ICD for prophylaxis against sudden cardiac death. This paper outlines the background and methods of a pilot randomized trial which will inform a larger multicenter trial. Ultimately, decision support prior to specialist consultation could enhance the decision-making process between patients, physicians, and families, associated with life-prolonging medical devices like the ICD. TRIAL REGISTRATION ClinicalTrials.gov: NCT01876173.
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Affiliation(s)
- Sandra L Carroll
- School of Nursing, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
| | - Michael McGillion
- School of Nursing, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Heart and Stroke Foundation/Michael G DeGroote Endowed Chair in Cardiovascular Nursing, Hamilton, ON, Canada
| | - Dawn Stacey
- School of Nursing, University of Ottawa, Ottawa, ON, Canada
- University Research Chair in Knowledge Translation to Patients, Ottawa, ON, Canada
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Jeff S Healey
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
- Hamilton Health Sciences, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Gina Browne
- School of Nursing, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, ON, Canada
| | - Heather M Arthur
- School of Nursing, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Hamilton Health Sciences, Hamilton, ON, Canada
| | - Lehana Thabane
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
- Departments of Clinical Epidemiology and Biostatistics, Pediatrics and Anesthesia, McMaster University, Hamilton, ON, Canada
- Biostatistics Unit, St Joseph’s Healthcare - Hamilton, Hamilton, ON, Canada
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de Ornelas Maia ACC, Soares-Filho G, Pereira V, Nardi AE, Silva AC. Psychiatric disorders and quality of life in patients with implantable cardioverter defibrillators: a systematic review. Prim Care Companion CNS Disord 2013; 15:PCC.12r01456. [PMID: 23930235 PMCID: PMC3733528 DOI: 10.4088/pcc.12r01456] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2012] [Accepted: 01/16/2013] [Indexed: 10/26/2022] Open
Abstract
OBJECTIVE To systematically review the literature with regard to psychiatric disorders and quality of life in patients with an implantable cardioverter defibrillator. DATA SOURCES Research was conducted in 3 databases (ISI Web of Science, PubMed, and PsycINFO) using the terms implantable, cardioverter, defibrillator, quality of life, psych *, anxiety, and depression. STUDY SELECTION The search yielded 1,399 references. Non-English and repeated references were excluded. After abstract analysis, 42 references were recovered for full-text reading, and 25 articles were selected for this review. DATA EXTRACTION Research took place in April 2012, and no time restriction was placed on any of the database searches. Review or theoretical articles were excluded, and only clinical trials and epidemiologic studies were selected for this review. RESULTS A systematic review of the literature revealed mostly observational prospective cohort studies followed by cross-sectional observational studies and randomized clinical trials. Few studies included in the review were observational retrospective cohort or case-control studies. There are prominent signs and symptoms of anxiety and depression in patients with an implantable cardioverter defibrillator. Disorders include phobic anxiety, posttraumatic stress disorder, panic disorder, somatoform disorder, agoraphobia, and depression. Quality of life in the physical, social, and psychological domains is affected and is related to the intensity and the frequency of the device's electrical discharge. CONCLUSIONS Work regarding psychiatric comorbidity in patients with an implantable cardioverter defibrillator has shown that anxiety and depression are common. The patients and their families should be informed by their doctors that the presence of the device minimizes risk of sudden death and allows them to have a normal life.
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Affiliation(s)
- Ana Claudia C de Ornelas Maia
- Laboratory of Panic and Respiration, Institute of Psychiatry (Drs Soares-Filho and Silva and Mss Ornelas Maia and Pereira) and National Institute for Science and Technology, Translational Medicine (Drs Nardi and Silva), Federal University of Rio de Janeiro; and National Institute for Science and Technology, Translational Medicine, Federal University Fluminense (Dr Silva), Rio de Janeiro, Brazil
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