1
|
Foltz PW, Chandler C, Diaz-Asper C, Cohen AS, Rodriguez Z, Holmlund TB, Elvevåg B. Reflections on the nature of measurement in language-based automated assessments of patients' mental state and cognitive function. Schizophr Res 2023; 259:127-139. [PMID: 36153250 DOI: 10.1016/j.schres.2022.07.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 07/12/2022] [Accepted: 07/13/2022] [Indexed: 11/23/2022]
Abstract
Modern advances in computational language processing methods have enabled new approaches to the measurement of mental processes. However, the field has primarily focused on model accuracy in predicting performance on a task or a diagnostic category. Instead the field should be more focused on determining which computational analyses align best with the targeted neurocognitive/psychological functions that we want to assess. In this paper we reflect on two decades of experience with the application of language-based assessment to patients' mental state and cognitive function by addressing the questions of what we are measuring, how it should be measured and why we are measuring the phenomena. We address the questions by advocating for a principled framework for aligning computational models to the constructs being assessed and the tasks being used, as well as defining how those constructs relate to patient clinical states. We further examine the assumptions that go into the computational models and the effects that model design decisions may have on the accuracy, bias and generalizability of models for assessing clinical states. Finally, we describe how this principled approach can further the goal of transitioning language-based computational assessments to part of clinical practice while gaining the trust of critical stakeholders.
Collapse
Affiliation(s)
- Peter W Foltz
- Institute of Cognitive Science, University of Colorado Boulder, United States of America.
| | - Chelsea Chandler
- Institute of Cognitive Science, University of Colorado Boulder, United States of America; Department of Computer Science, University of Colorado Boulder, United States of America
| | | | - Alex S Cohen
- Department of Psychology, Louisiana State University, United States of America; Center for Computation and Technology, Louisiana State University, United States of America
| | - Zachary Rodriguez
- Department of Psychology, Louisiana State University, United States of America; Center for Computation and Technology, Louisiana State University, United States of America
| | - Terje B Holmlund
- Department of Clinical Medicine, University of Tromsø - the Arctic University of Norway, Tromsø, Norway
| | - Brita Elvevåg
- Department of Clinical Medicine, University of Tromsø - the Arctic University of Norway, Tromsø, Norway; Norwegian Centre for eHealth Research, University Hospital of North Norway, Tromsø, Norway.
| |
Collapse
|
2
|
Brand BA, de Boer JN, Dazzan P, Sommer IE. Towards better care for women with schizophrenia-spectrum disorders. Lancet Psychiatry 2022; 9:330-336. [PMID: 35216655 DOI: 10.1016/s2215-0366(21)00383-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 09/08/2021] [Accepted: 09/09/2021] [Indexed: 12/24/2022]
Abstract
Women with a schizophrenia-spectrum disorder (SSD) have a better clinical profile than do men at the start of their illness but progress to the same state within the first few years of living with SSD. There are benefits to be gained across different areas in the care currently offered to women with psychosis. An important point for improvement is the early detection of female-specific signs of a first episode of psychosis, to shorten the duration of untreated psychosis, with prompt access to early intervention services. Special attention should be paid to sexual health, and to any history of childhood trauma. Antipsychotics require dosing and prescription tailored to the female physiology that consider hormonal life phases such as menopause. Switching to prolactin-sparing medications can benefit both mental and somatic health. Finally, hormone replacement therapy should be considered for postmenopausal women. By providing female-specific care, women with schizophrenia-spectrum disorders will have optimal chances to fare well.
Collapse
Affiliation(s)
- Bodyl A Brand
- Department of Biomedical Sciences of Cells & Systems, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Janna N de Boer
- Department of Biomedical Sciences of Cells & Systems, University Medical Center Groningen, University of Groningen, Groningen, Netherlands; Department of Psychiatry, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Paola Dazzan
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; National Institute for Health Research (NIHR) Mental Health Biomedical Research Centre at South London and Maudsley NHS Foundation Trust and King's College London, London, UK
| | - Iris E Sommer
- Department of Biomedical Sciences of Cells & Systems, University Medical Center Groningen, University of Groningen, Groningen, Netherlands; Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
| |
Collapse
|
3
|
Eklund L, Gunnarsson AB, Jansson JÅ, Pooremamali P, Eklund M. A cross-sectional study addressing the importance of work and other everyday activities for well-being among people with mental illness: does additional vulnerability matter? BMC Psychiatry 2021; 21:383. [PMID: 34332573 PMCID: PMC8325838 DOI: 10.1186/s12888-021-03388-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Accepted: 07/22/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Work and other everyday activities are beneficial for well-being among people with mental illness, but poor circumstances can create detrimental effects, possibly aggravated by additional vulnerabilities linked with their mental illness. This study aimed to investigate how activity factors were related to well-being and functioning among three vulnerable groups using outpatient mental health care - young people with psychosis, people with a history of substance use disorder (SUD), and immigrants with post-traumatic stress disorder (PTSD) - while controlling for vulnerability group, age and gender. METHODS Participants represented the three types of vulnerability (n = 46/57/39). Data collection, using self-report and interviewer-rated questionnaires, concerned aspects of everyday activity (work experiences; views of the worker role; satisfaction with everyday occupations; activity level), well-being (quality of life: life and health; quality of life: environmental aspects; recovery) and functioning (psychosocial functioning; symptom severity). Spearman correlations and General Linear Modelling were used. RESULTS Activity satisfaction was positive (p < 0.001) but recent work experience negative (p = 0.015) for the life and health aspect of quality of life. Activity satisfaction was positive for the environmental aspects of quality of life (p < 0.001). Resources for having a worker role (p < 0.001) and belief in having a future worker role (p = 0.007) were positively associated with better recovery. Activity level (p = 0.001) and resources for having a worker role (p = 0.004) showed positive associations with psychosocial functioning. Belief in a future worker role (p = 0.011) was related with symptom level. Women had less severe symptoms in the young group with psychosis. Regarding vulnerability group, young people with psychosis perceived better quality of life; those with a history of SUD had less severe psychiatric symptoms; and the recent immigrants with PTSD had the highest level of psychosocial functioning. CONCLUSION Work experience may not be conducive to well-being in itself; it is satisfaction with work and other activities that matters, and worker and employer expectations need alignment. No vulnerability group seemed consistently more disadvantaged regarding well-being and functioning, but the fact that differences existed is vital to acknowledge in activity-based rehabilitation. Inquiring about meaningful activities and providing opportunities for executing them would be a fruitful way of support.
Collapse
Affiliation(s)
- Lisa Eklund
- grid.4514.40000 0001 0930 2361Department of Sociology, Lund University, Lund, Sweden
| | - A. Birgitta Gunnarsson
- Department of Research and Development, Region Kronoberg, Växjö, Sweden ,grid.8761.80000 0000 9919 9582Department of Clinical Neuroscience and Rehabilitation, University of Gothenburg, Gothenburg, Sweden
| | - Jan-Åke Jansson
- grid.4514.40000 0001 0930 2361Department of Psychology and Department of Health Sciences, Lund University, Lund, Sweden
| | - Parvin Pooremamali
- grid.12650.300000 0001 1034 3451Department of Community Medicine and Rehabilitation, Occupational Therapy, Umeå University, Umeå, Sweden
| | - Mona Eklund
- Department of Health Sciences, Lund University, P. O. Box 157, SE-22100, Lund, Sweden.
| |
Collapse
|
4
|
Ashoor FG, Khudhur IA. Assessment of Needs: Differences between male and female patients with schizophrenia needs in psychiatric hospitals in Baghdad city. Int J Soc Psychiatry 2017; 63:641-648. [PMID: 28836482 DOI: 10.1177/0020764017725770] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Gender differences are one of the most important and crucial subjects in evaluating the nursing care as well as mental health care system for psychiatric patients especially patients with schizophrenia. AIMS We aimed to identify differences in needs of male and female patients with schizophrenia in psychiatric hospitals in Baghdad city and its relationship with some variables. METHOD A descriptive, analytical design that was carried out by using Camberwell needs assessment, short appraisal schedule, self-report version (CANSAS-P) after translating to Arabic. RESULTS Results indicated that there were a lot of unmet needs of male and female patients with schizophrenia, according to the entire CANSAS-P domains especially psychological symptoms. Differences were found in types of needs as the majority of men have more social needs while females was found to be more occupied with their fears and need safety. CONCLUSION there were differences in types of need between male and female patients with schizophrenia; needs were affected by some variables such as educational level, first 10 days of admission and family visiting.
Collapse
Affiliation(s)
- Fatin G Ashoor
- 1 Nursing Department, Baghdad Nursing School, Medical City hospital, Bab Al- Muadhum, Baghdad/Iraq
| | - Intisar Ag Khudhur
- 2 Department of Psychiatric Nursing, Nursing Faculty, University of Babylon, Hillah, Iraq
| |
Collapse
|
5
|
Dickerson F, Stallings C, Origoni A, Schroeder J, Khushalani S, Yolken R. Mortality in schizophrenia: clinical and serological predictors. Schizophr Bull 2014; 40:796-803. [PMID: 23943410 PMCID: PMC4059441 DOI: 10.1093/schbul/sbt113] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Persons with schizophrenia have a reduced life expectancy largely due to death from natural causes. Factors that have been previously associated with excess mortality include cigarette smoking and antipsychotic medication. The role of other environmental factors such as exposure to infectious agents has been the subject of only limited investigation. We prospectively assessed a cohort of persons with schizophrenia with a clinical evaluation and a blood sample from which antibodies to human herpes viruses and Toxoplasma gondii were measured. Mortality was determined with data from the National Death Index following a period of up to 11 years. We examined the role of demographic, serological, and clinical factors on mortality. A total of 25 (5%) of 517 persons died of natural causes. The standardized mortality ratio was 2.80 (95% CI 0.89, 6.38). After adjusting for age and gender, mortality from natural causes was predicted in separate models by cigarette smoking (relative risk [RR] = 4.66, P = .0029); lower cognitive score (RR = 0.96, P = .013); level of antibodies to Epstein-Barr virus (RR = 1.22, P = .0041) and to Herpes Simplex virus type 1 (RR = 1.19, P = .030); immunologic disease (RR = 3.14, P = .044); and genitourinary disease (RR = 2.70; P = .035). Because cigarette smoking confers an almost 5-fold risk of mortality, smoking cessation is an urgent priority. Having an elevated level of antibodies to Epstein-Barr virus and to Herpes Simplex virus type 1 are also significant predictors of death from natural causes.
Collapse
Affiliation(s)
- Faith Dickerson
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD;
| | - Cassie Stallings
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD
| | - Andrea Origoni
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD
| | | | - Sunil Khushalani
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD
| | - Robert Yolken
- Department of Pediatrics, Johns Hopkins School of Medicine, Baltimore, MD
| |
Collapse
|
6
|
Wynn R, Landheim A, Hoxmark E. Which factors influence psychiatric diagnosing in substance abuse treatment? Int J Ment Health Syst 2013; 7:17. [PMID: 23742628 PMCID: PMC3680165 DOI: 10.1186/1752-4458-7-17] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2012] [Accepted: 05/30/2013] [Indexed: 11/10/2022] Open
Abstract
Background The importance of diagnosing and treating co-occurring psychiatric disorders among substance abusers in treatment has received much attention. The aim of this study was to investigate to which extent co-occurring psychiatric disorders are diagnosed in a clinical population of substance abusers, and which factors (including the use of MINI-Plus) that influence the diagnosing of co-occurring psychiatric disorders. Methods Patients (N = 275) who received inpatient substance use treatment in five different units in Northern Norway participated in the study. The patients’ clinicians gave information on diagnoses given during the stay in the units, and whether a systematic diagnostic tool was used for the diagnosing (MINI-Plus). Predictors of independent co-occurring psychiatric disorders were examined utilizing hierarchical regression analysis. Results One third of the patients were given an independent psychiatric diagnosis. Less than half of the patients were assessed using a diagnostic tool. The main predictor of diagnosing of independent psychiatric disorders was the use of the diagnostic tool MINI-Plus. Younger patients and patients that used less alcohol, were given independent psychiatric diagnoses more frequently. Conclusions The number of co-occurring independent psychiatric diagnoses was lower compared to other studies using standardized diagnostic tools. The low number of patients assessed by such a tool, and the strong relationship between the use of such a tool and the diagnosing of co-occurring psychiatric disorders, suggest that the implementation of standardized diagnostic tools should be addressed in the units. Generally, patients suffering from substance use disorders should be systematically screened for other psychiatric disorders, in order to improve their treatment and health.
Collapse
Affiliation(s)
- Rolf Wynn
- Division of Addictions and Specialized Psychiatric Services, University Hospital of North Norway, Tromsø, N-9291, Norway.
| | | | | |
Collapse
|
7
|
Smith JD. Single-case experimental designs: a systematic review of published research and current standards. Psychol Methods 2012; 17:510-50. [PMID: 22845874 PMCID: PMC3652808 DOI: 10.1037/a0029312] [Citation(s) in RCA: 300] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This article systematically reviews the research design and methodological characteristics of single-case experimental design (SCED) research published in peer-reviewed journals between 2000 and 2010. SCEDs provide researchers with a flexible and viable alternative to group designs with large sample sizes. However, methodological challenges have precluded widespread implementation and acceptance of the SCED as a viable complementary methodology to the predominant group design. This article includes a description of the research design, measurement, and analysis domains distinctive to the SCED; a discussion of the results within the framework of contemporary standards and guidelines in the field; and a presentation of updated benchmarks for key characteristics (e.g., baseline sampling, method of analysis), and overall, it provides researchers and reviewers with a resource for conducting and evaluating SCED research. The results of the systematic review of 409 studies suggest that recently published SCED research is largely in accordance with contemporary criteria for experimental quality. Analytic method emerged as an area of discord. Comparison of the findings of this review with historical estimates of the use of statistical analysis indicates an upward trend, but visual analysis remains the most common analytic method and also garners the most support among those entities providing SCED standards. Although consensus exists along key dimensions of single-case research design, and researchers appear to be practicing within these parameters, there remains a need for further evaluation of assessment and sampling techniques and data analytic methods.
Collapse
Affiliation(s)
- Justin D Smith
- Child and Family Center, University of Oregon, Eugene, OR 97401-3408, USA.
| |
Collapse
|
8
|
Gender differences in service use in a sample of people with schizophrenia and other psychoses. SCHIZOPHRENIA RESEARCH AND TREATMENT 2012; 2012:365452. [PMID: 22966434 PMCID: PMC3420527 DOI: 10.1155/2012/365452] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/20/2011] [Accepted: 01/28/2012] [Indexed: 11/18/2022]
Abstract
Objective. The main objective is to analyze the use of mental health services in a sample of people with schizophrenia and other psychoses according to gender. Method. The sample of this observational and retrospective study (n = 7483) consisted of all the persons who visited any mental health service of the Parc Sanitari Sant Joan de Déu from 2001 to 2007 with a diagnosis of schizophrenia and other psychoses. The main measures analyzed regarding gender were the frequency of patients for each diagnosis, their risk of being admitted into hospital, and the number and length of hospitalizations for the subsample of inpatient people during the study period. Results. Men are more frequent in the total sample (58.1%). For diagnosis of schizoaffective or delusional disorder, women have a higher frequency than men. Women with diagnosis of schizophrenia have a lower risk of being admitted to the hospital (RR = 0.84, 95% CI (0.72, 0.97)). We found a higher risk of longer stays for men with schizophrenia of the disorganized type (RR = 0.49, 95% CI (0.30, 0.81)), undifferentiated (RR = 0.41, 95% CI (0.27, 0.61)), or delusional disorder (RR = 0.65, 95% CI (0.49, 0.87)). Conclusion. Gender of patients is a relevant variable in mental health service use by patients with schizophrenia and other psychoses.
Collapse
|
9
|
Salokangas RKR, Helminen M, Koivisto AM, Rantanen H, Oja H, Pirkola S, Wahlbeck K, Joukamaa M. Incidence of hospitalised schizophrenia in Finland since 1980: decreasing and increasing again. Soc Psychiatry Psychiatr Epidemiol 2011; 46:343-50. [PMID: 20306013 DOI: 10.1007/s00127-010-0209-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2009] [Accepted: 01/21/2010] [Indexed: 10/19/2022]
Abstract
BACKGROUND It is suggested that the incidence of schizophrenia is decreasing. However, changes in the number of psychiatric beds available and diagnostic practice have not always been taken into account. We studied the annual first-admission rate (per 100,000) for schizophrenia (FARsch) during a rapid deinstitutionalisation period in Finland. METHOD From the National Finnish Hospital discharge register, we identified all 30,041, 15- to 64-year-old patients admitted for the first time with schizophrenia to hospitals in Finland between 1980 and 2003. RESULTS FARsch decreased from 56.39 in 1980 to 29.51 in 1991 and slightly increased thereafter. Changes in FARsch corresponded with changes in all admissions. FARsch was higher when using ICD-8, but lower when DSM-IIIR and ICD-10 were used. CONCLUSION Changes in the number of psychiatric beds available, admission policy and diagnostic practice may explain the majority of variations in FARsch. Possibly, increased use of illegal drugs and improved treatment of depression are reflected in the increase in FARsch.
Collapse
|
10
|
Arvidsson H. Gender differences in needs and care of severely mentally ill persons: findings from a Swedish cross-sectional and longitudinal study. Int J Soc Psychiatry 2010; 56:424-35. [PMID: 19628556 DOI: 10.1177/0020764009106631] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND A great amount of research has been done in the area of gender and severe mental illness. However, there is an apparent lack of studies on gender differences concerning needs and care. AIM To analyze differences in needs and care between men and women considered to be severely mentally ill (SMI) after the 1995 Swedish mental health care reform. METHOD In one area of Sweden, surveys were made in 1995/96 and 2006 of persons considered to be SMI. These persons were interviewed and their needs assessed. In a cross-sectional study in 2006, the needs and care of men and women were compared. In a longitudinal study, men and women interviewed in both 1995/96 and 2006 were compared concerning the development of needs and care. RESULTS The structure of needs differed between men and women. Men had more needs concerning functional disability and those needs seemed possible to meet in the existing service structure. Women's needs concerning physical health, information about health and own security, seemed to be more difficult to meet. Only a few gender differences were found in satisfaction with services and service utilization. CONCLUSION It seems urgent to have a gender perspective in a needs-led mental healthcare service.
Collapse
Affiliation(s)
- Hans Arvidsson
- Department of Psychology, University of Gothenburg, Sweden.
| |
Collapse
|
11
|
Turgeon SM, Anderson N, O'Loughlin K. Phencyclidine (PCP) produces sexually dimorphic effects on voluntary sucrose consumption and elevated plus maze behavior. Pharmacol Biochem Behav 2010; 95:173-8. [DOI: 10.1016/j.pbb.2010.01.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2009] [Revised: 10/22/2009] [Accepted: 01/08/2010] [Indexed: 10/19/2022]
|
12
|
Køster A, Lajer M, Lindhardt A, Rosenbaum B. Gender differences in first episode psychosis. Soc Psychiatry Psychiatr Epidemiol 2008; 43:940-6. [PMID: 18574541 DOI: 10.1007/s00127-008-0384-3] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2008] [Accepted: 05/22/2008] [Indexed: 10/22/2022]
Abstract
BACKGROUND In the description of 1 episode schizophrenia patients, female gender is associated with better social function and a higher degree of compliance, while males exhibit more negative symptoms and a higher degree of abuse. The question is raised whether gender specific differences exist which should be taken into consideration in order to provide optimal treatment for the patients. METHODS AND MATERIAL Data from 269 persons (181 men and 88 women), included in the Danish national schizophrenia project (DNS), were registered at inclusion and year 2, and were analyzed according to gender, social functioning, psychopathology, drug consumption and abuse during the course of 2 years treatment. RESULTS Women had longer duration of illness before treatment and exhibited more affective symptoms while men were more socially isolated and had more negative symptoms. Alcohol and drug abuse appeared significantly more among men. Women were comparatively more heavily medicated than men. Social function, PANSS negative, drug consumption, affective symptomatology and abuse improved significantly after 2 years follow-up. CONCLUSION The gender differences demonstrated in the study suggest gender specific treatment interventions in order to provide optimal treatment for both male and female patients.
Collapse
Affiliation(s)
- Anne Køster
- Center of Psychiatry at Rigshospitalet, University of Copenhagen, Faculty of Health Sciences, Copenhagen, Denmark.
| | | | | | | |
Collapse
|