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Social bias in artificial intelligence algorithms designed to improve cardiovascular risk assessment relative to the Framingham Risk Score: a protocol for a systematic review
This study will employ an equity-lens to identify sources of bias (ie, race/ethnicity, gender and social stratum) in ML algorithms designed to improve CVD risk assessment relative to the FRS. A comprehensive literature search will be completed using MEDLINE, Embase and IEEE to answer the research question: do AI algorithms that are designed for the estimation of CVD risk and that compare performance with the FRS address the sources of bias inherent in the FRS? No study date filters will be imposed on the search, but English language filters will be applied. Studies describing a specific algorithm or ML approach that provid...
Source: BMJ Open - May 31, 2023 Category: General Medicine Authors: Garcha, I., Phillips, S. P. Tags: Open access, General practice / Family practice Source Type: research

Understanding stroke survivors and informal carers experiences of and need for primary care and community health services--a systematic review of the qualitative literature: protocol
Introduction Despite the rising prevalence of stroke, no comprehensive model of postacute stroke care exists. Research on stroke has focused on acute care and early supported discharge, with less attention dedicated to longer term support in the community. Likewise, relatively little research has focused on long-term support for informal carers. This review aims to synthesise and appraise extant qualitative evidence on: (1) long-term healthcare needs of stroke survivors and informal carers, and (2) their experiences of primary care and community health services. The review will inform the development of a primary care mode...
Source: BMJ Open - January 6, 2016 Category: Journals (General) Authors: Aziz, N. A., Pindus, D. M., Mullis, R., Walter, F. M., Mant, J., Lim, Rundell, Hobbs Tags: Open access, General practice / Family practice, Qualitative research, Research methods Protocol Source Type: research

A retrospective cohort study to investigate fatigue, psychological or cognitive impairment after TIA: protocol paper
Introduction Transient ischaemic attack (TIA) is defined by short-lasting, stroke-like symptoms, and is recognised as a medical emergency. Symptoms are assumed to completely resolve, and treatment is focused on secondary stroke/TIA prevention. However, evidence suggests that patients with TIA may experience ongoing residual impairments, which they do not receive therapy for as standard practice. TIA-induced sequelae could impact on patients’ quality of life and ability to return to work or social activities. We aim to investigate whether TIA is associated with subsequent consultation for fatigue, psychological or cog...
Source: BMJ Open - May 3, 2015 Category: Journals (General) Authors: Moran, G. M., Calvert, M., Feltham, M. G., Ryan, R., Marshall, T. Tags: Open access, Cardiovascular medicine, Epidemiology, General practice / Family practice Protocol Source Type: research

Retrospective case review of missed opportunities for primary prevention of stroke and TIA in primary care: protocol paper
This study will investigate: (1) the proportion of strokes/TIAs with prior missed opportunities for prevention in primary care; (2) the influence of patient characteristics on missed prevention opportunities and (3) how the proportion of missed prevention opportunities has changed over time. Methods and analysis A retrospective case review will identify first-ever stroke and patients with TIA between 2000 and 2013 using anonymised electronic medical records extracted from the health improvement network (THIN) database. Four categories of missed opportunities for stroke/TIA prevention will be sought: untreated high blood p...
Source: BMJ Open - November 11, 2014 Category: Journals (General) Authors: Moran, G. M., Calvert, M., Feltham, M. G., Marshall, T. Tags: Open access, Cardiovascular medicine, Epidemiology, General practice / Family practice, Global health Protocol Source Type: research