22 results on '"Dwivedi, Girish"'
Search Results
2. Attitudes towards artificial intelligence in emergency medicine.
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Stewart, Jonathon, Freeman, Samuel, Eroglu, Ege, Dumitrascu, Nicole, Lu, Juan, Goudie, Adrian, Sprivulis, Peter, Akhlaghi, Hamed, Tran, Viet, Sanfilippo, Frank, Celenza, Antonio, Than, Martin, Fatovich, Daniel, Walker, Katie, and Dwivedi, Girish
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DATA security ,QUALITATIVE research ,MEDICAL informatics ,OCCUPATIONAL roles ,JOB security ,RESEARCH funding ,ARTIFICIAL intelligence ,ATTITUDES toward computers ,INTERVIEWING ,PRIVACY ,RESPONSIBILITY ,CLINICAL decision support systems ,EMERGENCY medicine ,EMERGENCY medical services ,PATIENT care ,HOSPITAL emergency services ,EMAIL ,THEMATIC analysis ,ATTITUDES of medical personnel ,MEDICAL coding ,COMPUTER literacy ,GROUNDED theory ,ALGORITHMS ,MEDICAL ethics ,EVALUATION - Abstract
Objective: To assess Australian and New Zealand emergency clinicians' attitudes towards the use of artificial intelligence (AI) in emergency medicine. Methods: We undertook a qualitative interview‐based study based on grounded theory. Participants were recruited through ED internal mailing lists, the Australasian College for Emergency Medicine Bulletin, and the research teams' personal networks. Interviews were transcribed, coded and themes presented. Results: Twenty‐five interviews were conducted between July 2021 and May 2022. Thematic saturation was achieved after 22 interviews. Most participants were from either Western Australia (52%) or Victoria (16%) and were consultants (96%). More participants reported feeling optimistic (10/25) than neutral (6/25), pessimistic (2/25) or mixed (7/25) towards the use of AI in the ED. A minority expressed scepticism regarding the feasibility or value of implementing AI into the ED. Multiple potential risks and ethical issues were discussed by participants including skill loss from overreliance on AI, algorithmic bias, patient privacy and concerns over liability. Participants also discussed perceived inadequacies in existing information technology systems. Participants felt that AI technologies would be used as decision support tools and not replace the roles of emergency clinicians. Participants were not concerned about the impact of AI on their job security. Most (17/25) participants thought that AI would impact emergency medicine within the next 10 years. Conclusions: Emergency clinicians interviewed were generally optimistic about the use of AI in emergency medicine, so long as it is used as a decision support tool and they maintain the ability to override its recommendations. This qualitative study found that emergency clinicians in Australia and New Zealand were generally optimistic about the use of artificial intelligence (AI)‐enabled decision support tools in EDs. A number of issues were raised that require attention before full acceptance. AI‐enabled tools must operate as decision support only, be locally validated, be effectively integrated into existing workflows and take ethical concerns into consideration. [ABSTRACT FROM AUTHOR]
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- 2024
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3. Evaluation of stable chest pain following emergency department presentation: Impact of first‐line cardiac computed tomography diagnostic strategy in an Australian setting.
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Lan, Nick S.R., Thomas, David‐Raj, Jones, Christopher L, Raju, Vikram, Soon, Jeanette, Otto, Jacobus, Wood, Chris, Briffa, Tom, Dwivedi, Girish, Rankin, James M, and Ihdayhid, Abdul Rahman
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CHEST pain diagnosis ,BLOOD vessels ,HOSPITAL emergency services ,SCIENTIFIC observation ,MANN Whitney U Test ,FISHER exact test ,CORONARY angiography ,T-test (Statistics) ,PEARSON correlation (Statistics) ,PRE-tests & post-tests ,RESEARCH funding ,DESCRIPTIVE statistics ,CHI-squared test ,HEALTH care teams ,COMPUTED tomography ,DATA analysis software ,OUTPATIENTS - Abstract
Objective: International guidelines provide increasing support for computed tomography coronary angiography (CTCA) in investigating chest pain. A pathway utilising CTCA first‐line for outpatient stable chest pain evaluation was implemented in an Australian ED. Methods: In pre‐post design, the impact of the pathway was prospectively assessed over 6 months (August 2021 to January 2022) and compared with a 6‐month pre‐implementation group (February 2021 to July 2021). CTCA was recommended first‐line in suspected stable cardiac chest pain, followed by chest pain clinic review. Predefined criteria were provided recommending functional testing in select patients. The impact of CTCA versus functional testing was evaluated. Data were obtained from digital medical records. Results: Three hundred and fifteen patients were included, 143 pre‐implementation and 172 post‐implementation. Characteristics were similar except age (pre‐implementation: 58.9 ± 12.0 vs post‐implementation: 62.8 ± 12.3 years, P = 0.004). Pathway‐guided management resulted in higher first‐line CTCA (73.3% vs 46.2%, P < 0.001), lower functional testing (30.2% vs 56.6%, P < 0.001) and lower proportion undergoing two non‐invasive tests (4.7% vs 10.5%, P = 0.047), without increasing investigation costs or invasive coronary angiography (ICA) (pre‐implementation: 13.3% vs post‐implementation: 9.3%, P = 0.263). In patients undergoing CTCA, 40.7% had normal coronaries and 36.2% minimal/mild disease, with no difference in disease burden post‐implementation. More medication changes occurred following CTCA compared with functional testing (aspirin: P = 0.005, statin: P < 0.001). In patients undergoing ICA, revascularisation to ICA ratio was higher following CTCA compared with functional testing (91.7% vs 18.2%, P < 0.001). No 30‐day myocardial infarction or death occurred. Conclusions: The pathway increased CTCA utilisation and reduced downstream investigations. CTCA was associated with medication changes and improved ICA efficiency. [ABSTRACT FROM AUTHOR]
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- 2024
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4. Clinical outcomes and health care costs of transferring rural Western Australians for invasive coronary angiography, and a cost‐effective alternative care model: a retrospective cross‐sectional study.
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Alexander, Mikhail, Lan, Nick S R, Dallo, Michael J, Briffa, Tom G, Sanfilippo, Frank M, Hooper, Andrew, Bartholomew, Helen, Hii, Loletta, Hillis, Graham S, McQuillan, Brendan M, Dwivedi, Girish, Rankin, James M, and Ihdayhid, Abdul Rahman
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CORONARY angiography ,MEDICAL care costs ,NON-ST elevated myocardial infarction ,CORONARY care units ,CORONARY artery disease ,CROSS-sectional method - Abstract
Objectives: To examine the severity of coronary artery disease (CAD) in people from rural or remote Western Australia referred for invasive coronary angiography (ICA) in Perth and their subsequent management; to estimate the cost savings were computed tomography coronary angiography (CTCA) offered in rural centres as a first line investigation for people with suspected CAD. Design: Retrospective cohort study. Setting, participants: Adults with stable symptoms in rural and remote WA referred to Perth public tertiary hospitals for ICA evaluation during the 2019 calendar year. Main outcome measures: Severity and management of CAD (medical management or revascularisation); health care costs by care model (standard care or a proposed alternative model with local CTCA assessment). Results: The mean age of the 1017 people from rural and remote WA who underwent ICA in Perth was 62 years (standard deviation, 13 years); 680 were men (66.9%), 245 were Indigenous people (24.1%). Indications for referral were non‐ST elevation myocardial infarction (438, 43.1%), chest pain with normal troponin level (394, 38.7%), and other (185, 18.2%). After ICA assessment, 619 people were medically managed (60.9%) and 398 underwent revascularisation (39.1%). None of the 365 patients (35.9%) without obstructed coronaries (< 50% stenosis) underwent revascularisation; nine patients with moderate CAD (50–69% stenosis; 7%) and 389 with severe CAD (≥ 70% stenosis or occluded vessel; 75.5%) underwent revascularisation. Were CTCA used locally to determine the need for referral, 527 referrals could have been averted (53%), the ICA:revascularisation ratio would have improved from 2.6 to 1.6, and 1757 metropolitan hospital bed‐days (43% reduction) and $7.3 million in health care costs (36% reduction) would have been saved. Conclusion: Many rural and remote Western Australians transferred for ICA in Perth have non‐obstructive CAD and are medically managed. Providing CTCA as a first line investigation in rural centres could avert half of these transfers and be a cost‐effective strategy for risk stratification of people with suspected CAD. [ABSTRACT FROM AUTHOR]
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- 2023
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5. Risk of Major Adverse Cardiovascular Event Following Incident Hospitalization for Acute Gout: A Western Australian Population‐Level Linked Data Study.
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Lopez, Derrick, Dwivedi, Girish, Nossent, Johannes, Preen, David B., Murray, Kevin, Raymond, Warren, Inderjeeth, Charles, and Keen, Helen I.
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CONFIDENCE intervals ,MAJOR adverse cardiovascular events ,REGRESSION analysis ,RISK assessment ,HOSPITAL care ,CRITICAL care medicine ,DESCRIPTIVE statistics ,SENSITIVITY & specificity (Statistics) ,DATA analysis software ,GOUT ,DISEASE risk factors - Abstract
Background: Cardiovascular disease is the most common cause of death in people with gout. Acute inflammation, which is a characteristic of gout, may have a mechanistic role in major adverse cardiovascular events (MACEs). We aimed to examine the relationship between admissions to a hospital with acute gout and MACEs in a large population‐based data set. Methods: We extracted data from the Hospital Morbidity Data Collection and Death Registrations of the Western Australian Rheumatic Disease Epidemiology Registry. We identified patients admitted to hospital with incident acute gout and who had admissions or a death record because of MACEs. We compared the risk of MACEs during the postdischarge period (1‐30 days after acute gout admission) and control period (365 days prior to admission and 365 days after the postdischarge period) using a self‐controlled case‐series (SCCS) design, which is a within‐person design that controls for time‐invariant patient‐specific confounding. We performed conditional fixed‐effects Poisson regression to obtain rate ratios (RRs). Results: We identified 941 patients (average age: 76.4 years; SD: 12.6; 66.7% male) with an incident acute gout admission and documented MACEs during the control and/or postdischarge periods. Of the 941 patients, 898 (95%) experienced MACEs during the combined control period (730‐day period) and 112 (12%) during the postdischarge period (30‐day period). The rates of MACEs during the total control and postdischarge periods were 0.84 and 1.45 events per person‐year, respectively. Regression analysis confirmed increased rate during the postdischarge period (RR: 1.67; 95% CI: 1.38‐2.03) compared with the control period. Sensitivity analyses indicated that our results were robust in relation to known limitations of the SCCS design. Conclusion: We report an increased risk of MACEs in the first 30 days after an incident hospital admission with acute gout, suggesting a temporal association between acute inflammation and subsequent MACEs in patients with gout. [ABSTRACT FROM AUTHOR]
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- 2023
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6. Barriers to prescribing proprotein convertase subtilisin‐kexin type 9 inhibitors after coronary revascularisation.
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Nguy, Jenny, Hitchen, Sarah A., Lan, Nick S. R., Dwivedi, Girish, Larbalestier, Robert, Yeap, Bu B., and Fegan, P. Gerry
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STATINS (Cardiovascular agents) ,LENGTH of stay in hospitals ,CORONARY artery bypass ,ANTILIPEMIC agents ,PROTEASE inhibitors ,SCIENTIFIC observation ,REVASCULARIZATION (Surgery) ,CARDIOVASCULAR diseases ,MEDICAL care costs ,RETROSPECTIVE studies ,TERTIARY care ,LOW density lipoproteins ,DRUG prescribing ,PHYSICIAN practice patterns ,ELECTRONIC health records ,GOVERNMENT aid ,PHARMACODYNAMICS - Abstract
Background: Guidelines advocate for intensive lipid‐lowering in patients with atherosclerotic cardiovascular disease (ASCVD). In May 2020, evolocumab, a proprotein convertase subtilisin‐kexin type 9 (PCSK9) inhibitor, became government subsidised in Australia for patients with ASCVD requiring further low‐density lipoprotein cholesterol (LDL‐C) lowering. Aim: To identify barriers to prescribing PCSK9 inhibitors in hospitalised patients with ASCVD. Methods: A retrospective 3‐month, single‐site, observational analysis was conducted in consecutive patients undergoing percutaneous coronary intervention (PCI) or coronary artery bypass graft (CABG) surgery. Lipid‐lowering therapy prescriptions, including PSCK9 inhibitors, were assessed using electronic medical records, compared against the Australian Pharmaceutical Benefits eligibility criteria, and barriers to PCSK9 inhibitor use identified. Results: Of 331 patients, 244 (73.7%) underwent PCI and 87 (26.3%) underwent CABG surgery. A lipid profile during or within 8 weeks of admission was measured for 202 (82.8%) patients undergoing PCI and 59 (67.8%) undergoing CABG surgery. In patients taking high‐intensity statins on admission (n = 109), LDL‐C ≥1.4, ≥1.8 and >2.6mmol/L was seen in 64 (58.7%), 44 (40.4%) and 19 (17.4%) patients respectively. High‐intensity statin prescribing at discharge was high (>80%); however, ezetimibe was initiated in zero patients with LDL‐C ≥1.4 mmol/L. There was variable advice given by clinicians for LDL‐C targets. No patients met the criteria for subsidised PSCK9 inhibitor therapy, largely due to lack of qualifying lipid levels following combined statin and ezetimibe therapy. Conclusion: Prescribing of non‐statin LDL‐C‐lowering therapies remains low in patients with ASCVD. Underprescribing of ezetimibe and suboptimal lipid testing rates are barriers to accessing subsidised PCSK9i therapy using current Australian eligibility criteria. [ABSTRACT FROM AUTHOR]
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- 2023
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7. The relationship between midlife dyslipidemia and lifetime incidence of dementia: A systematic review and meta‐analysis of cohort studies.
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Wee, Jason, Sukudom, Sara, Bhat, Saiuj, Marklund, Matti, Peiris, Niridu Jude, Hoyos, Camilla M, Patel, Sanjay, Naismith, Sharon L, Dwivedi, Girish, and Misra, Ashish
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MIDDLE age ,DEMENTIA ,MILD cognitive impairment ,VASCULAR dementia ,COGNITION disorders ,DYSLIPIDEMIA ,COHORT analysis - Abstract
Introduction: We conducted a systematic review and meta‐analysis to review the relationship between midlife dyslipidemia and lifetime incident dementia. Methods: The databases Medline, Embase, Scopus, Web of Science, and Cochrane were searched from inception to February 20, 2022. Longitudinal studies examining the relationship between midlife lipid levels on dementia, dementia subtypes, and/or cognitive impairment were pooled using inverse‐variance weighted random‐effects meta‐analysis. Results: Seventeen studies (1.2 million participants) were included. Midlife hypercholesterolemia was associated with increased incidence of mild cognitive impairment (effect size [ES] = 2.01; 95% confidence interval [CI] 1.19 to 2.84; I2 = 0.0%) and all‐cause dementia (ES = 1.14; 95% CI: 1.07 to 1.21; I2 = 0.0%). Each 1 mmol/L increase in low‐density lipoprotein was associated with an 8% increase (ES = 1.08, 95% CI: 1.03 to 1.14; I2 = 0.3%) in incidence of all‐cause dementia. Discussion: Midlife dyslipidemia is associated with an increased risk of cognitive impairment in later life. [ABSTRACT FROM AUTHOR]
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- 2023
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8. Lower serum testosterone concentrations are associated with a higher incidence of dementia in men: The UK Biobank prospective cohort study.
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Marriott, Ross J., Murray, Kevin, Flicker, Leon, Hankey, Graeme J., Matsumoto, Alvin M., Dwivedi, Girish, Antonio, Leen, Almeida, Osvaldo P., Bhasin, Shalender, Dobs, Adrian S., Handelsman, David J., Haring, Robin, O'Neill, Terence W., Ohlsson, Claes, Orwoll, Eric S., Vanderschueren, Dirk, Wittert, Gary A., Wu, Frederick C.W., and Yeap, Bu B.
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- 2022
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9. Longitudinal changes in serum testosterone and sex hormone‐binding globulin in men aged 40–69 years from the UK Biobank.
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Marriott, Ross J., Murray, Kevin, Hankey, Graeme J., Manning, Laurens, Dwivedi, Girish, Wu, Frederick C. W., and Yeap, Bu B.
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OLDER men ,TESTOSTERONE ,MIDDLE-aged men ,AGE ,GLOBULINS - Abstract
Summary: Objective: Testosterone and sex hormone‐binding globulin (SHBG) concentrations are reported to decline during male ageing, but whether these changes reflect physiological ageing or age‐related comorbidities remains uncertain. We examined longitudinal changes in serum testosterone and SHBG concentrations in middle‐aged to older men, concordance between baseline and follow‐up values and relationships with concomitant changes in lifestyle and medical factors. Design: Population‐based longitudinal cohort study. Participants: Community‐dwelling men aged 40–69 years. Measurements: Immunoassay serum total testosterone (n = 7812) and SHBG (n = 6491) at baseline (2006–2010) and follow‐up (2012–2013). Free testosterone (cFT) was calculated. Bland–Altman analyses and concordance correlation of repeated measurements were conducted. Associations of changes in hormone concentrations with lifestyle and medical factors were explored using Spearman's rank correlation. Results: Over 4.3 years follow‐up, there was a negligible mean change (±SE) in serum total testosterone concentration (+0.06 ± 0.03 nmol/L), whereas mean SHBG concentration increased (+3.69 ± 0.12 nmol/L) and cFT decreased (−10.7 ± 0.7 pmol/L). Concordance estimates were 0.67 (95% confidence interval [CI]: 0.66–0.69) for total testosterone, 0.83 (CI = 0.82–0.84) for SHBG and 0.56 (CI = 0.54–0.58) for cFT. Changes in serum total testosterone correlated with changes in SHBG (Spearman's rank ρ = 0.33, CI = 0.30–0.35), and inversely with changes in body mass index (BMI) (ρ = −0.18, CI = −0.20 to −0.16) and waist circumference (ρ = −0.13, CI = −0.15 to −0.11) and in SHBG with changes in BMI (ρ = −0.34, CI = −0.36 to −0.32) and waist circumference (ρ = −0.21, CI = −0.24 to −0.19). Conclusion: In relatively healthy middle‐aged to older men, mean serum total testosterone concentration is stable with ageing, while mean SHBG concentration increases. Both total testosterone and SHBG concentrations were highly concordant over time. [ABSTRACT FROM AUTHOR]
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- 2022
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10. Artificial intelligence‐enhanced echocardiography in the emergency department.
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Stewart, Jonathon E, Goudie, Adrian, Mukherjee, Ashes, and Dwivedi, Girish
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ECHOCARDIOGRAPHY ,DIGITAL image processing ,HOSPITAL emergency services ,ARTIFICIAL intelligence - Abstract
A focused cardiac ultrasound performed by an emergency physician is becoming part of the standard assessment of patients in a variety of clinical situations. The development of inexpensive, portable handheld devices promises to make point‐of‐care ultrasound even more accessible over the coming decades. Many of these handheld devices are beginning to integrate artificial intelligence (AI) for image analysis. The integration of AI into focused cardiac ultrasound will have a number of implications for emergency physicians. This perspective presents an overview of the current state of AI research in echocardiography relevant to the emergency physician, as well as the future possibilities, challenges and risks of this technology. [ABSTRACT FROM AUTHOR]
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- 2021
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11. Sociodemographic, lifestyle and medical influences on serum testosterone and sex hormone–binding globulin in men from UK Biobank.
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Yeap, Bu B., Marriott, Ross J., Antonio, Leen, Bhasin, Shalender, Dobs, Adrian S., Dwivedi, Girish, Flicker, Leon, Matsumoto, Alvin M., Ohlsson, Claes, Orwoll, Eric S., Raj, Suchitra, Reid, Christopher M., Vanderschueren, Dirk, Wittert, Gary A., Wu, Frederick C. W., and Murray, Kevin
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TESTOSTERONE ,GLOBULINS ,OLDER men ,SERUM ,PHYSICAL activity - Abstract
Objective: Serum testosterone concentrations are affected by factors unrelated to hypothalamo‐pituitary‐testicular axis pathology. We evaluated the impact of sociodemographic, lifestyle and medical factors, on serum testosterone and sex hormone–binding globulin (SHBG) in men aged 40‐69 years. Design: Cross‐sectional analysis of 208,677 community‐dwelling men from the UK Biobank. Measurements: We analysed associations of different factors with serum testosterone and SHBG (immunoassays) and calculated free testosterone (cFT), using smoothed centile plots, linear mixed models and effect size estimates. Results: Median (interquartile range) for serum testosterone was 11.6 (9.4‐14.1) nmol/L, SHBG 36.9 (27.9‐48.1) nmol/L and cFT 213 (178‐255) pmol/L. Age and BMI were inversely associated with testosterone and cFT, while SHBG was associated with age and inversely with BMI (all P <.001). Living with a partner, (South) Asian ethnicity, never or previous smoker and some medical conditions were associated with lower testosterone. Poultry or fish eater, and higher physical activity were associated with higher testosterone (all P <.001). Testosterone was lowered by ~0.5 nmol/L across ages, ~1.5 nmol/L for BMI 30 vs 25 kg/m2, ~2 nmol/L for (South) Asian ethnicity, living with partner, college/university qualifications, low red meat eater, insufficient physical activity and 0.3‐1.0 nmol/L with cardiovascular disease or diabetes. Different combinations of these factors varied serum testosterone by ~4 nmol/L, SHBG by ~30 nmol/L and cFT by ~60 pmol/L. Conclusions: The identified modifiable risk factors support lifestyle‐based interventions in men with low testosterone concentrations. Considering sociodemographic, lifestyle and medical factors facilitates more personalized interpretation of testosterone testing results with respect to existing reference ranges. [ABSTRACT FROM AUTHOR]
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- 2021
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12. The effects of sodium‐glucose cotransporter 2 inhibitors on left ventricular function: current evidence and future directions.
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Lan, Nick S.R., Fegan, P. Gerry, Yeap, Bu B., and Dwivedi, Girish
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SODIUM-glucose cotransporters ,CORROSION & anti-corrosives ,ABSORPTION - Abstract
Sodium‐glucose cotransporter 2 (SGLT2) inhibitors are a unique class of oral anti‐hyperglycaemic medications that act to reduce glucose reabsorption in the renal proximal tubules, thereby enhancing urinary glucose excretion. Large randomized placebo‐controlled trials in people with diabetes at high cardiovascular risk have demonstrated that SGLT2 inhibitors reduce heart failure hospitalization within months of commencing therapy. These findings are of considerable interest, as diabetes is associated with an increased risk of both heart failure with reduced ejection fraction and heart failure with preserved ejection fraction. In addition, left ventricular (LV) hypertrophy and impaired diastolic function is thought to be more prevalent in people with diabetes. Although many hypotheses have been proposed, the underlying mechanisms through which SGLT2 inhibitors reduce the risk of heart failure in people with diabetes are not fully understood. Given the rapid reduction in heart failure hospitalization, it is conceivable that the benefits of SGLT2 inhibitors are due to favourable haemodynamic and metabolic effects on LV function. Several clinical studies have been conducted to investigate the effect of SGLT2 inhibitors on LV structure and function and have found that LV mass index and diastolic function improve following SGLT2 inhibitor therapy in people with type 2 diabetes. If these findings are confirmed in future studies utilizing novel cardiac imaging modalities and large randomized controlled trials, then this will bring new hope for the prevention and management of heart failure with preserved ejection fraction, for which no current treatments have been shown to reduce mortality. At the present time, SGLT2 inhibitors are indicated for the treatment of type 2 diabetes; however, the results of ongoing trials in participants with heart failure but without diabetes are eagerly awaited. The purpose of this review is to summarize current knowledge regarding the effects of SGLT2 inhibitors on LV function, particularly the findings from clinical studies, proposed biological mechanisms, and future directions. [ABSTRACT FROM AUTHOR]
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- 2019
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13. Machine learning‐based prediction of heart failure readmission or death: implications of choosing the right model and the right metrics.
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Awan, Saqib Ejaz, Bennamoun, Mohammed, Sohel, Ferdous, Sanfilippo, Frank Mario, and Dwivedi, Girish
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HEART failure patients ,HEART disease related mortality ,MACHINE learning - Abstract
Aims: Machine learning (ML) is widely believed to be able to learn complex hidden interactions from the data and has the potential in predicting events such as heart failure (HF) readmission and death. Recent studies have revealed conflicting results likely due to failure to take into account the class imbalance problem commonly seen with medical data. We developed a new ML approach to predict 30 day HF readmission or death and compared the performance of this model with other commonly used prediction models. Methods and results: We identified all Western Australian patients aged above 65 years admitted for HF between 2003 and 2008 in the linked Hospital Morbidity Data Collection. Taking into consideration the class imbalance problem, we developed a multi‐layer perceptron (MLP)‐based approach to predict 30 day HF readmission or death and compared the predictive performances using the performance metrics, that is, area under the receiver operating characteristic curve (AUC), area under the precision–recall curve (AUPRC), sensitivity and specificity with other ML and regression models. Out of the 10 757 patients with HF, 23.6% were readmitted or died within 30 days of hospital discharge. We observed an AUC of 0.55, 0.53, 0.58, and 0.54 while an AUPRC of 0.39, 0.38, 0.46, and 0.38 for weighted random forest, weighted decision trees, logistic regression, and weighted support vector machines models, respectively. The MLP‐based approach produced the highest AUC (0.62) and AUPRC (0.46) with 48% sensitivity and 70% specificity. Conclusions: We show that for the medical data with class imbalance, the proposed MLP‐based approach is superior to other ML and regression techniques for the prediction of 30 day HF readmission or death. [ABSTRACT FROM AUTHOR]
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- 2019
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14. The echocardiographic assessment of the right ventricle in patients with arrhythmogenic right ventricular cardiomyopathy/dysplasia compared with athletes and matched controls.
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Boczar, Kevin E., Alqarawi, Wael, Green, Martin S., Redpath, Calum, Burwash, Ian G., and Dwivedi, Girish
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ATHLETES ,COMPARATIVE studies ,ECHOCARDIOGRAPHY ,EXERCISE ,RIGHT heart ventricle ,RETROSPECTIVE studies ,BODY surface area ,ARRHYTHMOGENIC right ventricular dysplasia - Abstract
Background: There are discrepancies in the quantitative echocardiographic criteria for the right ventricle (RV) between the revised task force criteria (TFC) for Arrhythmogenic Right Ventricular Cardiomyopathy/Dysplasia (ARVC/D) and the guidelines for RV assessment endorsed by American Society of Echocardiography (ASE). Importantly, these criteria do not take into account potential adaptation of the RV to exercise. The goal of this study was to compare the revised TFC quantitative echocardiographic parameters in patients with ARVC/D, athletes and matched controls. Methods: Echocardiographic parameters of the RV were retrospectively collected in patients who fulfilled the TFC for ARVC/D, an age‐ matched, sex‐matched, and body surface area‐matched control population, and athletes (defined as individuals who exercised for more than 7 hours per week). Patients with structural heart disease were excluded in the control and athlete groups. Results: Twenty patients with ARVC/D, 11 athletes and 20 matched controls were included. There was no significant difference between ARVC/D patients and athletes with the exception of the parasternal long axis right ventricular outflow tract diameter. All parameters were significantly different between ARVC/D patients and the control group. Furthermore, when subjects were categorized into meeting 1 major revised TFC/abnormal ASE criteria or not, only ASE criteria were able to differentiate ARVC/D from control population. Both were unable to differentiate ARVC/D from athletes. Conclusions: Right ventricle quantitative echocardiographic criteria in the revised TFC are not specific for ARVC/D. Care should be taken in applying these criteria in athletes. [ABSTRACT FROM AUTHOR]
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- 2019
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15. Artificial intelligence and machine learning in emergency medicine.
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Stewart, Jonathon, Sprivulis, Peter, and Dwivedi, Girish
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ALGORITHMS ,ARTIFICIAL intelligence ,CLINICAL competence ,EMERGENCY medicine ,INTEGRATED health care delivery ,MACHINE learning ,MEDICAL research ,TRUST ,TASK performance ,DATA security ,PHYSICIANS' attitudes - Abstract
Interest in artificial intelligence (AI) research has grown rapidly over the past few years, in part thanks to the numerous successes of modern machine learning techniques such as deep learning, the availability of large datasets and improvements in computing power. AI is proving to be increasingly applicable to healthcare and there is a growing list of tasks where algorithms have matched or surpassed physician performance. Despite the successes there remain significant concerns and challenges surrounding algorithm opacity, trust and patient data security. Notwithstanding these challenges, AI technologies will likely become increasingly integrated into emergency medicine in the coming years. This perspective presents an overview of current AI research relevant to emergency medicine. [ABSTRACT FROM AUTHOR]
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- 2018
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16. Sex Differences in Associations of Arterial Compliance With Coronary Artery Plaque and Calcification Burden.
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Coutinho, Thais, Yeung Yam, Chow, Benjamin J. W., Dwivedi, Girish, and Inácio, João
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- 2017
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17. Randomized Trial Comparing the Effects of Ticagrelor Versus Clopidogrel on Myocardial Perfusion in Patients With Coronary Artery Disease.
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Pelletier ‐ Galarneau, Matthieu, Hunter, Chad R. R. N., Ascah, Kathryn J., Beanlands, Rob S. B., Dwivedi, Girish, deKemp, Robert A., Chow, Benjamin J. W., and Ruddy, Terrence D.
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- 2017
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18. Epidemiology and diagnosis of heart failure with preserved left ventricular ejection fraction: rationale and design of the study.
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Mahadevan, Gnanadevan, Dwivedi, Girish, Williams, Lynne, Steeds, Richard P., and Frenneaux, Michael
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HEART failure , *EPIDEMIOLOGY , *LEFT heart ventricle , *PATHOLOGICAL physiology , *ECHOCARDIOGRAPHY , *DIASTOLE (Cardiac cycle) , *QUESTIONNAIRES , *DIAGNOSIS - Abstract
Aims Despite major advances in our understanding of ‘systolic’ heart failure, at present the epidemiology, pathophysiology, and therapy of heart failure with preserved left ventricular ejection fraction (HFpEF) is poorly understood, in large part because of the lack of robust and widely accepted diagnostic criteria. Although there is a good evidence base for the treatment of systolic heart failure, similar data are lacking for the treatment of HFpEF. Methods In our study, we will screen a consecutive series of 5000 subjects aged ≥60 from the community. Following symptom questionnaire and echocardiography, metabolic exercise testing will be used to confirm whether or not patients thought clinically to have HFpEF are in fact exercise limited and that this limitation is cardiac in origin. Blood samples for plasma brain natriuretic peptide (BNP) will be taken at rest and following exercise in symptomatic patients and matching controls. Conclusions At the end of our study we will establish community prevalence and population characteristics of HFpEF, and also evaluate the diagnostic accuracy of current echocardiography parameters and BNP for the diagnosis of the condition. [ABSTRACT FROM AUTHOR]
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- 2012
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19. Cost Effectiveness of the B Type Natriuretic Peptide, Electrocardiography, and Portable Echocardiography for the Assessment of Patients from the Community with Suspected Heart Failure.
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Lim, Tiong Keng, Dwivedi, Girish, Hayat, Sajad, Collinson, Paul O, and Senior, Roxy
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ELECTROCARDIOGRAPHY , *ATRIAL natriuretic peptides , *HEART failure , *COST effectiveness , *CARDIOLOGY - Abstract
To analyze the cost efficiency of guidelines proposed by the European Society of Cardiology for investigation of patients in the community with suspected heart failure (HF). The guidelines recommend electrocardiography (ECG) and/or measurement of N-terminal pro B type natriuretic peptide (NTproBNP) prior to referral for echocardiography. Portable echocardiography is a new but validated technique for the evaluation of HF. Accordingly, 137 suspected HF patients (mean age 71±13 years) from the community underwent ECG and NTproBNP estimation prior to portable echocardiography. Cost effective analysis for ECG, NTproBNP, portable echocardiography and a combination of these; to define valvular heart disease, right ventricular dysfunction and left ventricular systolic and diastolic dysfunction were compared. The cost of abnormal NTproBNP followed by portable echocardiography, abnormal ECG followed by portable echocardiography and portable echocardiography alone for the detection per case of left ventricular systolic dysfunction were €313, €310, and €296 respectively and that for detection per case of any of the aforementioned cardiac abnormalities were €198, €223, and €170 respectively. Portable echocardiography alone for the assessment of suspected HF patients resulted in a cost reduction of up to €1083 for the detection per case of cardiac abnormality. While a strategy where initial NTproBNP estimation is cost effective in detecting any causes of heart failure, portable echocardiography remains the most costeffective strategy to assess patients from the community with suspected heart failure. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
20. Increased left atrial volume index is an independent predictor of raised serum natriuretic peptide in patients with suspected heart failure but normal left ventricular ejection fraction: Implication for diagnosis of diastolic heart failure
- Author
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Lim, Tiong K., Ashrafian, Houman, Dwivedi, Girish, Collinson, Paul O., and Senior, Roxy
- Subjects
LEFT heart ventricle ,DIASTOLE (Cardiac cycle) ,HEART failure ,HEART ventricles ,HEART beat ,ECHOCARDIOGRAPHY - Abstract
Abstract: Background: Left atrial volume index (LAVI) is increasingly recognised as a relatively load-independent marker of left ventricular (LV) filling pressures. We assessed the capacity of LAVI to predict LV diastolic dysfunction in comparison with N-terminal pro B-type natriuretic peptide (NTproBNP) in patients with suspected heart failure and a normal ejection fraction (EF). Methods: 137 patients with suspected heart failure (HF), referred from the community for echocardiography, prospectively underwent Doppler echocardiography, LAVI and NTproBNP estimation. Raised LAVI and reduced LV systolic function were defined as >26 ml/m
2 and LV EF <50% respectively. Results: Of 137 patients, 21 were excluded (2 with significant mitral valve disease and 19 with atrial fibrillation). Of the remaining 116 subjects, 92 showed normal LV systolic function. The univariate predictors of serum log NTproBNP were age (p <0.001), LA dimension (p =0.001), LAVI (p <0.001), A wave (p =0.001), E:A (p =0.07) and septal wall thickness (p =0.004). However on multivariate analysis, LAVI was found to be the most consistent and significant predictor of NTproBNP. The area under the curve of the receiver operating characteristic (ROC) curve for NTproBNP in detecting patients with LVEF ≥50% and LAVI >26ml/m2 was 0.81 (p <0.0001) and for patients with LAVI >26ml/m2 with and without LVEF ≥50% was 0.82 (p <0.0001). Conclusion: This data confirms that LAVI on resting echocardiography, specifically in patients with suspected HF and normal LV systolic function is a powerful independent predictor of LV diastolic dysfunction as predicted by serum NTproBNP. In a population with a high suspicion of diastolic heart failure, LAVI may significantly contribute to diagnostic precision. [Copyright &y& Elsevier]- Published
- 2006
- Full Text
- View/download PDF
21. Health consumers' ethical concerns towards artificial intelligence in Australian emergency departments.
- Author
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Freeman, Sam, Stewart, Jonathon, Kaard, Rebecca, Ouliel, Eden, Goudie, Adrian, Dwivedi, Girish, and Akhlaghi, Hamed
- Abstract
Objectives Methods Results Conclusion To investigate health consumers' ethical concerns towards the use of artificial intelligence (AI) in EDs.Qualitative semi‐structured interviews with health consumers, recruited via health consumer networks and community groups, interviews conducted between January and August 2022.We interviewed 28 health consumers about their perceptions towards the ethical use of AI in EDs. The results discussed in this paper highlight the challenges and barriers for the effective and ethical implementation of AI from the perspective of Australian health consumers. Most health consumers are more likely to support AI health tools in EDs if they continue to be involved in the decision‐making process. There is considerably more approval of AI tools that support clinical decision‐making, as opposed to replacing it. There is mixed sentiment about the acceptability of AI tools influencing clinical decision‐making and judgement. Health consumers are mostly supportive of the use of their data to train and develop AI tools but are concerned with who has access. Addressing bias and discrimination in AI is an important consideration for some health consumers. Robust regulation and governance are critical for health consumers to trust and accept the use of AI.Health consumers view AI as an emerging technology that they want to see comprehensively regulated to ensure it functions safely and securely with EDs. Without considerations made for the ethical design, implementation and use of AI technologies, health consumer trust and acceptance in the use of these tools will be limited. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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22. Telehealth during COVID‐19 restrictions in patients with cardiovascular disease: impact on medication prescriptions and patient satisfaction.
- Author
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Gahungu, Nestor, Lan, Nick S. R., Gamalath, Sameera, Phan, Jane, Bhat, Vikas, Spencer, Rhys, Hitchen, Sarah A., Rankin, James M., Dwivedi, Girish, and Ihdayhid, Abdul Rahman
- Abstract
Background and Aims Methods Results Conclusion Telehealth plays an integral part in healthcare delivery. The impact of telehealth and the COVID‐19 pandemic on medication prescribing and patient satisfaction with telehealth in cardiology clinics remains unknown.A retrospective study of cardiology clinic patients at an Australian tertiary hospital was conducted; 630 patients seen before the COVID‐19 pandemic (0.6% telehealth) and 678 during the pandemic (91.2% telehealth) were included. Medication changes, new prescriptions and time to obtaining prescriptions after clinic were compared. To evaluate patients' experiences, cardiology clinic patients reviewed during the pandemic were prospectively invited to participate in an electronic survey sent to their mobile phones.The overall rates of medication changes made in the clinic between the prepandemic and the pandemic periods did not differ significantly (26.9% vs 25.8%). Compared with prepandemic, new cardiac medication prescriptions during clinic were significantly less (9.3% vs 2.5%; P < 0.0001) and recommendations to general practitioners (GP) to initiate cardiac medications were significantly more (2.6% vs 9.1%; P < 0.0001). Time to obtaining new prescriptions was significantly longer in the pandemic cohort (median 0 days (range: 0–32) vs 10.5 days (range: 0–231); P < 0.0001). Two hundred forty‐three (32.7%) patients participated in the survey; 50% reported that telehealth was at least as good as face‐to‐face consultations. Most patients (61.5%) were satisfied with telehealth and most (62.9%) wished to see telehealth continued postpandemic.Telehealth during the COVID‐19 pandemic was associated with greater reliance on GP to prescribe cardiac medications and delays in obtaining prescriptions among cardiology clinic patients. Although most patients were satisfied with telehealth services, nearly half of the cardiac patients expressed preference towards traditional face‐to‐face consultations. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
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