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Pearce C, McLeod A, Rinehart N, Whyte R, Deveny E, Shearer M. Artificial intelligence and the clinical world: a view from the front line. Med J Aust 2020; 210 Suppl 6:S38-S40. [PMID: 30927469 DOI: 10.5694/mja2.50025] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
| | | | | | - Robin Whyte
- Eastern Melbourne Primary Health Network, Melbourne, VIC
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Fernando J, Lindley J. Lessons learned from piloting mHealth informatics practice curriculum into a medical elective. J Am Med Inform Assoc 2018; 25:380-384. [PMID: 29024956 PMCID: PMC7646857 DOI: 10.1093/jamia/ocx076] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 06/13/2017] [Accepted: 06/22/2017] [Indexed: 11/14/2022] Open
Abstract
Introduction This case study reports the development and delivery of an mHealth elective piloted for first-year undergraduate medical students at Monash University (Australia) and the lessons learned by designers. Results The students were not as adept at using mHealth devices as the literature had predicted. Expert speakers using mHealth for practice perceptibly engaged students. Force-field analysis was a useful basis for devising end-user evaluative research tools for practice. Combining small- and large-group discussions with eLearning discussions promoted student engagement with new concepts and associated jargon. Assessment by mHealth informatics champions supported the students' independent learning. Lessons learned Promotion of mHealth curriculum must be transparent and clear. Our elective delivery was hampered by a lack of suitable mobile device ownership and limited availability of useful, free apps. Technological jargon required clarification. Educators require particular mHealth informatics and educational expertise to support mHealth pedagogies. This learning helps to prepare medical curriculum designers for addressing evolving mHealth practice horizons.
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Affiliation(s)
- Juanita Fernando
- Medical Education Research and Quality Unit, Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Jennifer Lindley
- Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, Australia
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Chew DP, Astley CM, Luker H, Alprandi-Costa B, Hillis G, Chow CK, Quinn S, Yan AT, Gale CP, Goodman S, Fox KAA, Brieger D. A cluster randomized trial of objective risk assessment versus standard care for acute coronary syndromes: Rationale and design of the Australian GRACE Risk score Intervention Study (AGRIS). Am Heart J 2015; 170:995-1004.e1. [PMID: 26542510 DOI: 10.1016/j.ahj.2015.07.032] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Accepted: 07/24/2015] [Indexed: 12/22/2022]
Abstract
BACKGROUND Assessing risk and weighing the potential benefits from evidence-based therapies are essential in the clinical decision making process of optimizing care and outcomes for patients presenting with acute coronary syndromes (ACS). Such practices are advocated in international clinical guidelines of ACS care. While the GRACE risk score (GRS) is a guideline advocated, well-validated risk stratification tool, its utility in improving care and outcomes remains unproven, and its application has been limited in routine clinical practice. OBJECTIVE This study will assess the effectiveness using the GRS tool and treatment recommendations during patient assessment on improving the application of guideline-recommended therapies in ACS care. DESIGN This study employs a PROBE (prospective cluster [hospital-level] randomized open-label, blinded endpoint) design to evaluate objective measures of hospital performance, with clinical events adjudicated by a blinded event committee. This randomized study is nested within the established CONCORDANCE registry of ACS patients, with existing methods for data collection and monitoring of care and clinical outcomes. The hospital-level intervention is the integration of the GRS into routine ACS patient assessment process. The study will assess the use of early invasive management, prescription of guideline recommended pharmacology and referral to cardiac rehabilitation by hospital discharge; with the key composite clinical endpoint of cardiovascular death, new or recurrent myocardial infarction, in-hospital heart failure or cardiovascular readmission at 12 months. Health economic impacts of risk stratification implementation will also be evaluated. The study will recruit 3000 patients from 30 hospitals. SUMMARY The AGRIS trial will establish the effect of routine objective risk stratification using the GRACE risk score on ACS care and clinical outcomes.
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Affiliation(s)
- Derek P Chew
- School of Medicine, Flinders University of South Australia, Adelaide, Australia
| | - Carolyn M Astley
- School of Medicine, Flinders University of South Australia, Adelaide, Australia; South Australian Department of Health/Flinders University, Adelaide, Australia
| | - Heather Luker
- Concord Hospital, University of Sydney, Sydney, Australia
| | | | - Graham Hillis
- School of Medicine, University of Western Australia, Perth, Australia
| | - Clara K Chow
- The George Institute for Global Health, University of Sydney and Westmead Hospital, Sydney, Australia; Division of Cardiology, Department of Medicine, St. Michael's Hospital, Toronto, Ontario, Canada
| | - Steve Quinn
- School of Medicine, Flinders University of South Australia, Adelaide, Australia
| | - Andrew T Yan
- Heart & Stroke Foundation of Ontario, Department of Medicine, University of Toronto, Toronto, Canada
| | - Chris P Gale
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Shaun Goodman
- Heart & Stroke Foundation of Ontario, Department of Medicine, University of Toronto, Toronto, Canada
| | | | - David Brieger
- Concord Hospital, University of Sydney, Sydney, Australia
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Kesselheim AS, Cresswell K, Phansalkar S, Bates DW, Sheikh A. Clinical decision support systems could be modified to reduce 'alert fatigue' while still minimizing the risk of litigation. Health Aff (Millwood) 2012; 30:2310-7. [PMID: 22147858 DOI: 10.1377/hlthaff.2010.1111] [Citation(s) in RCA: 175] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Clinical decision support systems--interactive computer systems that help doctors make clinical choices--can reduce errors in drug prescribing by offering real-time alerts about possible adverse reactions. But physicians and other users often suffer "alert fatigue" caused by excessive numbers of warnings about items such as potentially dangerous drug interactions. As a result, they may pay less attention to or even ignore some vital alerts, thus limiting these systems' effectiveness. Designers and vendors sharply limit the ability to modify alert systems because they fear being exposed to liability if they permit removal of a warning that could have prevented a harmful prescribing error. Our analysis of product liability principles and existing research into the use of clinical decision support systems, however, finds that more finely tailored or parsimonious warnings could ease alert fatigue without imparting a high risk of litigation for vendors, purchasers, and users. Even so, to limit liability in this area, we recommend stronger government regulation of clinical decision support systems and development of international practice guidelines highlighting the most important warnings.
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Affiliation(s)
- Aaron S Kesselheim
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA.
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Coiera EW, Kidd MR, Haikerwal MC. A call for national e‐health clinical safety governance. Med J Aust 2012; 196:430-1. [DOI: 10.5694/mja12.10475] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Abstract
Over the next 10 years, more information and communication technology (ICT) will be deployed in the health system than in its entire previous history. Systems will be larger in scope, more complex, and move from regional to national and supranational scale. Yet we are at roughly the same place the aviation industry was in the 1950s with respect to system safety. Even if ICT harm rates do not increase, increased ICT use will increase the absolute number of ICT related harms. Factors that could diminish ICT harm include adoption of common standards, technology maturity, better system development, testing, implementation and end user training. Factors that will increase harm rates include complexity and heterogeneity of systems and their interfaces, rapid implementation and poor training of users. Mitigating these harms will not be easy, as organizational inertia is likely to generate a hysteresis-like lag, where the paths to increase and decrease harm are not identical.
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Affiliation(s)
- Enrico Coiera
- Centre for Health Informatics, University of New South Wales, Sydney, New South Wales, Australia.
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Sweidan M, Reeve JF, Brien JE, Jayasuriya P, Martin JH, Vernon GM. Quality of drug interaction alerts in prescribing and dispensing software. Med J Aust 2009; 191:358; author reply 358-9. [DOI: 10.5694/j.1326-5377.2009.tb02387.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- Michelle Sweidan
- Pharmaceutical Decision Support Program, National Prescribing Service, Melbourne, VIC
| | - James F Reeve
- Pharmaceutical Decision Support Program, National Prescribing Service, Melbourne, VIC
| | - Jo‐anne E Brien
- University of Sydney, Sydney, NSW
- University of New South Wales, Sydney, NSW
| | | | - Jennifer H Martin
- Departments of Internal Medicine and Chemical Pathology, Royal Brisbane and Women's Hospital, Brisbane, QLD
- Diamantina Institute, University of Queensland, Brisbane, QLD
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Magrabi F, Coiera EW. Quality of prescribing decision support in primary care: still a work in progress. Med J Aust 2009; 190:227-8. [DOI: 10.5694/j.1326-5377.2009.tb02378.x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2008] [Accepted: 01/23/2009] [Indexed: 11/17/2022]
Affiliation(s)
- Farah Magrabi
- Centre for Health Informatics, University of New South Wales, Sydney, NSW
| | - Enrico W Coiera
- Centre for Health Informatics, University of New South Wales, Sydney, NSW
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Abstract
eConsulting, in all its contexts, can promote and improve the amount and quality of services and knowledge transferred to and among the community of health care providers and consumers. It can also improve the efficiency and effectiveness of the specialist and generalist workforce and accessibility to the services provided. This chapter defines eConsulting, provides the context, and introduces a conceptual framework to describe its current practice and future possibilities. A clinical scenario of a patient with a breast lump is used to ground the molecular, clinical, organizational, and social, legal, and ethical issues in real world practice. The approach/method used is based on the clinical process, evidence-based practice, and appraising the quality, validity, relevance, and usefulness of the information. The practicalities and utility of current eConsulting tools are discussed with a view to future ubiquitous use. Working through this chapter should assist readers to understand and describe (1) how eConsultations can link and translate scientific research into clinical practice, (2) the current implications of eConsultations, (3) the future potential of eConsultations.
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Affiliation(s)
- Siaw-Teng Liaw
- School of Rural Health, University of Melbourne, Shepparton, Victoria, Australia
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