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Tai AMY, Kim JJ, Schmeckenbecher J, Kitchin V, Wang J, Kazemi A, Masoudi R, Fadakar H, Iorfino F, Krausz RM. Clinical decision support systems in addiction and concurrent disorders: A systematic review and meta-analysis. J Eval Clin Pract 2024. [PMID: 38979849 DOI: 10.1111/jep.14069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 06/03/2024] [Accepted: 06/06/2024] [Indexed: 07/10/2024]
Abstract
INTRODUCTION This review aims to synthesise the literature on the efficacy, evolution, and challenges of implementing Clincian Decision Support Systems (CDSS) in the realm of mental health, addiction, and concurrent disorders. METHODS Following PRISMA guidelines, a systematic review and meta-analysis were performed. Searches conducted in databases such as MEDLINE, Embase, CINAHL, PsycINFO, and Web of Science through 25 May 2023, yielded 27,344 records. After necessary exclusions, 69 records were allocated for detailed synthesis. In the examination of patient outcomes with a focus on metrics such as therapeutic efficacy, patient satisfaction, and treatment acceptance, meta-analytic techniques were employed to synthesise data from randomised controlled trials. RESULTS A total of 69 studies were included, revealing a shift from knowledge-based models pre-2017 to a rise in data-driven models post-2017. The majority of models were found to be in Stage 2 or 4 of maturity. The meta-analysis showed an effect size of -0.11 for addiction-related outcomes and a stronger effect size of -0.50 for patient satisfaction and acceptance of CDSS. DISCUSSION The results indicate a shift from knowledge-based to data-driven CDSS approaches, aligned with advances in machine learning and big data. Although the immediate impact on addiction outcomes is modest, higher patient satisfaction suggests promise for wider CDSS use. Identified challenges include alert fatigue and opaque AI models. CONCLUSION CDSS shows promise in mental health and addiction treatment but requires a nuanced approach for effective and ethical implementation. The results emphasise the need for continued research to ensure optimised and equitable use in healthcare settings.
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Affiliation(s)
- Andy Man Yeung Tai
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jane J Kim
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jim Schmeckenbecher
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Wien, Austria
| | - Vanessa Kitchin
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Johnston Wang
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alireza Kazemi
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Raha Masoudi
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hasti Fadakar
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Frank Iorfino
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Reinhard Michael Krausz
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
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Narasimha VL, Arvind BA, Holla B, Tadepalli R, Kandasamy A, Murthy P. Title of the study: Practice and attitude of doctors towards patients with substance use: A study from south India. Asian J Psychiatr 2022; 77:103247. [PMID: 36084532 DOI: 10.1016/j.ajp.2022.103247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 08/12/2022] [Accepted: 08/22/2022] [Indexed: 11/25/2022]
Abstract
AIM To evaluate the practice and attitude of doctors towards substance use disorders (SUD) and their management. METHODS Following stratified proportionate random sampling, selected doctors in the south zone of Bengaluru, India, were interviewed face-to-face using a structured questionnaire. RESULTS 150 doctors were interviewed. In their practice, a quarter of patients (median of 27.5 (IQR: 11.45-45) use one or other form of Alcohol, Tobacco or Other Drugs of abuse (ATOD). Doctors, in general, enquire about substance use but do not actively intervene. They have mixed attitudes (both positive and negative) towards persons with SUD. A significant positive correlation was noted between the number of years of experience (post-MBBS) with practices related to "brief-intervention" (p = 0.014) and "concerned and sympathetic" attitudes (p < 0.001). However, a significant negative correlation was observed between the number of years of experience and "substance-specific management" practices (p < 0.001). Further, there was a positive correlation between "brief-interventions" practices with the attitude of being "concerned and sympathetic" (p < 0.001). A mediation analysis revealed that nearly a third of the overall effect of the number of years of experience on brief-interventions practices was mediated by a concerned and sympathetic attitude. CONCLUSIONS Serious efforts must be made to train doctors in the effective management of SUD. Attitudes of the doctors influence practices such as brief interventions. Programs directed towards changing the attitudes of doctors can bring changes in their practices.
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Affiliation(s)
| | - Banavaram Anniappan Arvind
- Department of Epidemiology, Centre for Public Health, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru 560029, India
| | - Bharath Holla
- Department of Integrative Medicine, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru 560029, India
| | | | - Arun Kandasamy
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru 56002, India
| | - Pratima Murthy
- Director and Senior Professor of Psychiatry,National Institute of Mental Health and Neuro Sciences (NIMHANS), Bengaluru 560029, India
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Ransing R, de la Rosa PA, Pereira-Sanchez V, Handuleh JIM, Jerotic S, Gupta AK, Karaliuniene R, de Filippis R, Peyron E, Sönmez Güngör E, Boujraf S, Yee A, Vahdani B, Shoib S, Stowe MJ, Jaguga F, Dannatt L, da Silva AK, Grandinetti P, Jatchavala C. Current state of cannabis use, policies, and research across sixteen countries: cross-country comparisons and international perspectives. TRENDS IN PSYCHIATRY AND PSYCHOTHERAPY 2022. [PMID: 34735077 DOI: 10.4762/2237-6089-2021-0263] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
INTRODUCTION Varying public views on cannabis use across countries may explain the variation in the prevalence of use, policies, and research in individual countries, and global regulation of cannabis. This paper aims to describe the current state of cannabis use, policies, and research across sixteen countries. METHODS PubMed and Google Scholar were searched for studies published from 2010 to 2020. Searches were conducted using the relevant country of interest as a search term (e.g., "Iran"), as well as relevant predefined keywords such as "cannabis," "marijuana," "hashish," "bhang "dual diagnosis," "use," "addiction," "prevalence," "co-morbidity," "substance use disorder," "legalization" or "policy" (in English and non-English languages). These keywords were used in multiple combinations to create the search string for studies' titles and abstracts. Official websites of respective governments and international organizations were also searched in English and non-English languages (using countries national languages) to identify the current state of cannabis use, policies, and research in each of those countries. RESULTS The main findings were inconsistent and heterogeneous reporting of cannabis use, variation in policies (e.g., legalization), and variation in intervention strategies across the countries reviewed. European countries dominate the cannabis research output indexed on PubMed, in contrast to Asian countries (Thailand, Malaysia, India, Iran, and Nepal). CONCLUSIONS Although global cannabis regulation is ongoing, the existing heterogeneities across countries in terms of policies and epidemiology can increase the burden of cannabis use disorders disproportionately and unpredictably. There is an urgent need to develop global strategies to address these cross-country barriers to improve early detection, prevention, and interventions for cannabis use and related disorders.
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Affiliation(s)
- Ramdas Ransing
- Department of Psychiatry, BKL Walawalkar Rural Medical College, Maharashtra, India
| | - Pedro A de la Rosa
- Educación de la Afectividad y Sexualidad Humana, Instituto Cultura y Sociedad, Universidad de Navarra, Pamplona, Spain. Human Flourishing Program, Institute for Quantitative Social Science, Harvard University, Cambridge, MA, USA
| | - Victor Pereira-Sanchez
- Department of Child and Adolescent Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
| | | | - Stefan Jerotic
- Clinic for Psychiatry, Clinical Centre of Serbia, Belgrade, Serbia
| | | | - Ruta Karaliuniene
- Elblandklinikum Radebeul Clinic for Psychiatry and Psychotherapy, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Renato de Filippis
- Psychiatry Unit, Department of Health Sciences, University Magna Graecia of Catanzaro, Viale Europa, Catanzaro, Italy
| | | | - Ekin Sönmez Güngör
- Department of Psychiatry, University of Health Sciences, Erenköy Mental Health and Neurological Diseases Training and Research Hospital, Istanbul, Turkey
| | - Said Boujraf
- Clinical Neurosciences Laboratory, Sidi Mohamed ben Abdellah University, Fez, Morocco
| | - Anne Yee
- Department of Psychological Medicine, University Malaya Centre of Addiction Sciences, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Bita Vahdani
- Qazvin University of Medical Sciences Qazvin, Iran. Department of Psychology, University of Tehran, Tehran, Iran
| | - Sheikh Shoib
- Department of Psychiatry, Jawahar Lal Nehru Memorial Hospital, Rainawari, Kashmir, India
| | - M J Stowe
- Department of Family Medicine, School of Medicine, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | | | - Lisa Dannatt
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | | | - Paolo Grandinetti
- Addictions Service, Department of Territorial Services, ASL Teramo, Teramo, Italy
| | - Chonnakarn Jatchavala
- Department of Psychiatry, Faculty of Medicine, Prince of Songkla University, Songkla, Thailand
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Chander KR, Moirangthem S, Patley R, Philip S, Varshney P, Basavaraju V, Parthasarathy R, Krishna PVM, Manjunatha N, Channaveerachari NK, Math SB. A camp approach of community psychiatry in India: Past, present, and the future. Ind Psychiatry J 2022; 31:191-196. [PMID: 36419705 PMCID: PMC9678157 DOI: 10.4103/ipj.ipj_195_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 10/16/2021] [Accepted: 10/26/2021] [Indexed: 11/07/2022] Open
Abstract
Camps are a popular approach to deliver medical care in India. While it is usually a one-off event for physical ailments, it is a long-term affair in Psychiatry. One of the first camps in psychiatry was rolled out as early as in 1967 at Mandar, Ranchi, followed by Raipur Rani (Haryana) in 1976 and at Gunjur, Karnataka in 1977. This camp approach became extremely popular and got expanded across India as they were thought to be synonymous with community-based outreach for mental illnesses. In the past 5 years, however, newer models of community care have emerged, necessitating a relook at this traditional approach. In this paper, the authors trace the origin, utility and future directions of these camps, taking data from community psychiatry camps conducted by the National Institute of Mental Health and Neurosciences, Bengaluru, a premier neuropsychiatric tertiary care institute in India. Data have been collated from the annual reports of the Institute, database from the District Mental health Program, Government of Karnataka, India, and compared with published literature on the same field. While camps remain as one of the important avenues to reach the unreached, there is a need to change the approach of their functioning by incorporating training (primary care providers) aspects and collaborative care. The latter may make the initiative more meaningful and sustainable.
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Affiliation(s)
- K Rakesh Chander
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Sydney Moirangthem
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Rahul Patley
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Sharad Philip
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Prateek Varshney
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Vinay Basavaraju
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Rajani Parthasarathy
- Department of Mental Health, Government of Karnataka, Bengaluru, Karnataka, India
| | - P V Mohan Krishna
- Department of Nursing, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | - Narayana Manjunatha
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | | | - Suresh Bada Math
- Department of Psychiatry, National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
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Sarkar S, Thakur A, Sood E, Mandal P. Barriers and Facilitators of Addiction Treatment: a Qualitative Study. Int J Ment Health Addict 2020. [DOI: 10.1007/s11469-020-00394-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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