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The environmental impact of large language models (LLMs) in medicine spans carbon emission, water consumption and rare mineral usage. Prior-generation LLMs, such as GPT-3, already have concerning environmental impacts. Next-generation LLMs, such as GPT-4, are more energy intensive and used frequently, posing potentially significant environmental harms. We propose a five-step pathway for clinical researchers to minimise the environmental impact of the natural language algorithms they create., (© 2024 Royal Australasian College of Physicians.)

Background: Women with a history of gestational diabetes (GD) have a high risk of developing diabetes and subsequent cardiovascular disease (CVD)., Aim: To assess whether diabetes screening and CVD risk screening occurred in general practice (GP) among postpartum women with GD., Methods: This is a retrospective study of clinical record data of women with GD, under active GP management, from the MedicineInsight programme, run by Australia's National Prescribing Service MedicineWise, with GP sites located in Australia from January 2015 to March 2021. Documentation of screening for diabetes, assessment of lipids and measurement of blood pressure (BP) was assessed using proportions and mixed-effects logistic regression with a log follow-up time offset., Results: There were 10 413 women, with a mean age of 37.9 years (standard deviation, 7.6), from 406 clinics with a mean follow-up of 4.6 years (interquartile range, 1.8-6.2 years) A total of 29.41% (3062/10 413; 95% confidence interval [CI], 28.53-30.28) had not been assessed for diabetes, 37.40% (3894/10 413; 95% CI, 36.47-38.32) were not assessed for lipids and 2.19% (228/10 413; 95% CI, 1.91-2.47) had no BP documented. In total, 51.82% (5396/10 413; 95% CI, 50.86-52.78) were screened for all three (diabetes + lipids + BP) at least once. Obesity, comorbidities and dyslipidaemia were associated with increased likelihood of screening. New diabetes diagnosis was documented in 5.73% (597/10 413; 95% CI, 5.29-6.18) of the cohort., Conclusion: Screening for diabetes and hyperlipidaemia was suboptimal in this high-risk cohort of women with prior GD. Improved messaging that women with a GD diagnosis are at high cardiovascular risk may improve subsequent screening., (© 2023 The Authors. Internal Medicine Journal published by John Wiley & Sons Australia, Ltd on behalf of Royal Australasian College of Physicians.)

We examined behavioural risk factors and quality of life (QoL) in women and men, younger and older adults 12 months after a Rapid Access Cardiology Clinic (RACC) visit. Routine clinical care data were collected in person from three Sydney hospitals between 2017 and 2018 and followed up by questionnaire at 365 days. 1491 completed the baseline survey, at 1 year, 1092 provided follow-up data on lifestyle changes, and 811 completed the EQ-5D-5L (QoL) survey. 666 (44.7%) were women, and 416 (27.9%) were older than 60 years of age. Almost 50% of participants reported improving physical activity and diet a year after their RACC visit. These changes were less likely in women and older participants., (© 2023 Royal Australasian College of Physicians.)

Background: Using electronic data for cardiovascular risk stratification could help in prioritising healthcare access and optimise cardiovascular prevention., Aims: To determine whether assessment of absolute cardiovascular risk (Australian absolute cardiovascular disease risk (ACVDR)) and short-term ischaemic risk (History, ECG, Age, Risk factors, and Troponin (HEART) score) is possible from available data in Electronic Medical Record (EMR) and My Health Record (MHR) of patients presenting with acute cardiac symptoms to a Rapid Access Cardiology Clinic (RACC)., Methods: Audit of EMR and MHR on 200 randomly selected adults who presented to RACC between 1 March 2017 and 4 February 2020. The main outcomes were the proportion of patients for which ACVDR score and HEART score could be calculated., Results: Mean age was 55.2 ± 17.8 years and 43% were female. Most (85%) were referred from emergency for chest pain (52%). Forty-six percent had hypertension, 35% obesity, 20% diabetes mellitus, 17% ischaemic heart disease and 18% were current smokers. There was no significant difference in MHR accessibility with age, gender and number of comorbidities. An ACVDR score could be estimated for 17.5% (EMR) and 0% (MHR) of patients. None had complete data to estimate HEART score in either EMR or MHR. Most commonly missing variables for ACVDR score were blood pressure (MHR) and high-density lipoprotein cholesterol (EMR), and for HEART score the missing variables were body mass index and comorbidities (MHR and EMR)., Conclusions: Significant gaps are apparent in electronic medical data capture of key variables to perform cardiovascular risk assessment. Medical data capture should prioritise the collection of clinically important data to help address gaps in cardiovascular management., (© 2021 Royal Australasian College of Physicians.)

Examination of the oral cavity can identify clinical signs indicative of underlying systemic disease. Key features to examine include the general appearance and number of the teeth, signs of inflammation of the mucosa or gingival tissues including bleeding of the gums and redness, swelling or hyperplasia. Additionally, the tongue should be assessed for any ulceration or discolouration and the presence of excessive build-up (coating). Cardiovascular disease and diabetes, together known as cardiometabolic disease have an impact on oral health. Similarly, oral health conditions, such as gum disease (periodontitis) and dryness of the mouth (xerostomia), are associated with an increased risk for both cardiovascular disease and type 2 diabetes mellitus. The aim of this narrative review is to outline both the impact of periodontitis and xerostomia on cardiometabolic disease and the impact of cardiometabolic health on these oral health conditions. Key features of periodontitis and xerostomia will be provided along with a brief discussion of current concepts in early prevention and management of these oral health conditions. The biological mechanisms linking cardiometabolic disease and periodontitis will be outlined and the evidence supporting the association between cardiometabolic disease and oral health conditions will be presented together with an identification of areas where further research is indicated. Last, guidance for general practitioners to assess and support early diagnosis and management of oral health conditions by raising awareness of the relationship between oral health and cardiometabolic disease, providing simple oral health advice and referring to a dental practitioner will be presented., (© 2022 Royal Australasian College of Physicians.)

Familial hypercholesterolaemia (FH) is a common, heritable and preventable cause of premature coronary artery disease. New clinical practice recommendations are presented to assist practitioners in enhancing the care of all patients with FH. Core recommendations are made on the detection, diagnosis, assessment and management of adults, children and adolescents with FH. Management is under-pinned by the precepts of risk stratification, adherence to healthy lifestyles, treatment of non-cholesterol risk factors and appropriate use of low-density lipoprotein (LDL)-cholesterol-lowering therapies including statins, ezetimibe and proprotein convertase subtilisin/kexin type 9 (PCSK9) inhibitors. The recommendations need to be utilised using judicious clinical judgement and shared decision-making with patients and families. New government-funded schemes for genetic testing and use of PCSK9 inhibitors, as well as the National Health Genomics Policy Framework, will enable adoption of the recommendations. However, a comprehensive implementation science and practice strategy is required to ensure that the guidance translates into benefit for all families with FH., (© 2021 Royal Australasian College of Physicians.)

Chest pain is common and places a significant burden on hospital resources. Many patients with undifferentiated low- to intermediate-risk chest pain are admitted to hospital. Rapid-access cardiology (RAC) services are hospital co-located, cardiologist-led outpatient clinics that provide rapid assessment and immediate management but not long-term management. This service model is described as part of chest pain management and the National Service Framework for coronary heart disease in the United Kingdom (UK). We review the evidence on the effectiveness, safety and acceptability of RAC services. Our review finds that early assessment in RAC outpatient services of patients with suspected angina, without high-risk features suspicious of an acute coronary syndrome, is safe, can reduce hospitalisations, is cost effective and has good medical practitioner and patient acceptability. However, the literature is limited in that the evaluation of this model of care has been only in the UK. It is potentially suited to other settings and needs further evaluation in other settings to assess its utility., (© 2016 Royal Australasian College of Physicians.)

Background: Increasingly, patients undergoing non-cardiac surgery are older and have more comorbidities yet preoperative cardiac assessment appears haphazard and unsystematic. We hypothesised that patients at high cardiac risk were not receiving adequate cardiac assessment, and patients with low-cardiac risk were being over-investigated., Aims: To compare in a representative sample of patients undergoing non-cardiac surgery the use of cardiac investigations in patients at high and low preoperative cardiac risk., Methods: We examined cardiac assessment patterns prior to elective non-cardiac surgery in a representative sample of patients. Cardiac risk was calculated using the Revised Cardiac Risk Index., Results: Of 671 patients, 589 (88%) were low risk and 82 (12%) were high risk. We found that nearly 14% of low-risk and 45% of high-risk patients had investigations for coronary ischaemia prior to surgery. Vascular surgery had the highest rate of investigation (38%) and thoracic patients the lowest rate (14%). Whilst 78% of high-risk patients had coronary disease, only 46% were on beta-blockers, 49% on aspirin and 77% on statins. For current smokers (17.3% of cohort, n = 98), 60% were advised to quit pre-op., Conclusions: Practice patterns varied across surgical sub-types with low-risk patients tending to be over-investigated and high-risk patients under-investigated. A more systemised approach to this large group of patients could improve clinical outcomes, and more judicious use of investigations could lower healthcare costs and increase efficiency in managing this cohort., (© 2016 Royal Australasian College of Physicians.)

Background: All patients with cardiovascular disease (CVD) are at high risk of recurrent events. Despite strong evidence, large treatment gaps exist in CVD secondary prevention. We hypothesise that patients' self-perception and general practitioner's (GP) assessment of future cardiovascular (CV) risk may influence secondary prevention behaviours., Aim: To examine in patients with known CVD the perceived risk of future CV events and its relationship with use of secondary prevention medications and risk factor control., Methods: We examined patient and practitioner's perceived risk and its relationship with the uptake of secondary prevention recommendations in adults with CVD participating in the Australian Hypertension and Absolute Risk Study., Results: Among the 1453 participants, only 11% reported having a high absolute risk and 29% reported high relative risk of recurrent events. The GP categorised only 30% as having a 5-year risk ≥15%. After adjusting for covariates, hospitalisation within the preceding 12 months was the only significant predictor of patients' accurate risk perception. Conventional CV risk factors were predictive of the GP's risk estimates. Patients who accurately understood their risk reported higher smoking cessation rates (7 vs 3%, P = 0.003) and greater use of antiplatelet, blood pressure lowering therapy and statins (P ≤ 0.01). However, there was no relationship between GP's risk perception and secondary prevention treatments., Conclusion: Both patients and GP have optimistic bias and underestimate the risk of future CV events. Patients' accurate self-perception, but not GP risk perception, was associated with improved secondary preventative behaviours. This suggests that helping patients to understand their risk may influence their motivation towards secondary prevention. Providing support to GP or programmes to help patients better understand their risks could have potential benefit on secondary prevention behaviours., (© 2016 Royal Australasian College of Physicians.)

The improved technology of multi-slice cardiac CT angiography (CTA) has enabled production of high quality images of the coronary arteries. The sensitivity and specificity of the test in identifying patients with obstructive coronary lesions in 64-slice and later generations of scanners is high. To enable effective use of CTA in the clinical setting, a better understanding of this technology, particularly in comparison to invasive coronary angiography, is needed. In this article we discuss the characteristics of CTA in comparison to invasive coronary angiography and discuss the role of CTA in the diagnosis of coronary artery disease (CAD). Newer CTA scanners and individualized scanning protocols can minimize radiation exposure from CTA. CTA can provide more information than invasive coronary angiography on the type and burden of atherosclerotic plaque in the coronary tree. CTA is most useful in those at intermediate risk of CAD., (© 2011 The Authors. Internal Medicine Journal © 2011 Royal Australasian College of Physicians.)