DBPA (Distribution-Based Perturbation Analysis)

How subjects answered

• HuggingFaceTB/SmolLM-135M correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? In your opinion, how important are they to help people make healthy lifestyle decisions?\n- How to manage diabetes using a healthy and a safe lifestyle", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD …

• microsoft/Phi-3-mini-4k-instruct correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nTo assess John's cardiovascular disease (CVD) risk management according to the National Institute for Health and Care Excellence (NICE) guidelines, we must consider his age, ethnicity, body mass index (BMI), blood pressure, cholesterol levels, smoking status, diabetes status, and family history of CVD.\n\nFollowing these factors, NICE guidelines would recommend the following interventions and risk-factor …

• openai-community/gpt2 correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nThe American College of Cardiology has not endorsed a risk management approach that excludes risk factors for CVD. However, on the basis that these risk factors are in stark contrast to those present when an individual or group of individuals approaches CVD management in the first place. What could the American College of Cardiology do to increase population uptake of CVD risk management?\n\nWe now have good …

• Gustavosta/MagicPrompt-Stable-Diffusion incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by Frank Lloyd Wright and Zdzisław Beksiński, trending on artstation, symmetry, image Hepat, proportionate\n", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by William-Adolphe …

• mistralai/Mistral-7B-Instruct-v0.2 incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nFirst, I assume you meant "currently smoking" instead of "no diabetes" for John's condition in the health data.\n\nAccording to the NICE Guidelines for the prevention of cardiovascular disease (CVD), the following recommendations apply to John's situation:\n\n1. Assessment of CVD risk: Since John is a Chinese man aged 70 with a BMI of 30, a smoker, and a family history of CVD, he is considered to be at high …

• google/gemma-2-9b-it incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nNICE Guidelines for CVD Risk Management\n\nThe National Institute for Health and Care Excellence (NICE) provides evidence-based guidelines for the management of cardiovascular disease (CVD) risk. John's data suggests he is at elevated risk for CVD. \n\nHere are the relevant NICE guidelines that apply to John's situation:\n\n1. CVD Risk Assessment:\n\n* Use a risk calculator: NICE recommends using …

How subjects answered

• HuggingFaceTB/SmolLM-135M correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n• Coronary Heart Disease and Chronic Insufficiency (CHDcI)\n• Coronary Heart Disease and Dyslipidemia (CHDDos) – Part II\n• Atherosclerotic Cardiomyopathy (ASM)\nThis is a very large group of medical conditions. But they just don't quite fit into my understanding of good health advice. I've been diagnosed with a heart problem (I'm a 45 year old female with family history of HF); diabetes and hypertension (high …

• microsoft/Phi-3-mini-4k-instruct correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? John's health data indicates several factors that are relevant according to the National Institute for Health and Care Excellence (NICE) guidelines for cardiovascular disease (CVD) risk management. Given his age, ethnicity, body mass index (BMI), and blood pressure; lifestyle (current smoker); lipid profile (total cholesterol and HDL cholesterol levels); and family history of CVD, here are some of the key …

• openai-community/gpt2 correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? And, if that means anything, what are the most important NICE guidelines on smoking that didn't exist before?", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nThe following four …

• google/gemma-2-9b-it correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nFollowing the provided information about John, here's a breakdown of relevant NICE guidelines for CVD risk management:\n\nKey Considerations:\n\n* Age: 70 years old places John in a higher risk category.\n* Ethnicity: Chinese descent has been associated with specific CVD risk factors, requiring tailored considerations.\n* BMI: BMI of 30 indicates obesity, a significant risk factor for CVD.\n* …

• gpt-4-0613 correct

  ["NICE stands for the National Institute for Health and Care Excellence, which provides guidelines for healthcare and specialized information for patients in the United Kingdom. \n\n1. NICE guidelines recommend calculating cardiovascular disease (CVD) risk for people who are 40 to 74 years old and do not have pre-existing CVD or conditions that put them at CVD risk. Therefore, given that John is 70 years old, an assessment of his CVD risk should be carried out.\n\n2. Because John is of Chinese descent, using the QRISK2 calculator would be appropriate as it takes into account ethnic-specific factors.\n\n3. If John's QRISK2 score is calculated as being over 10%, NICE guidelines suggest …

• Gustavosta/MagicPrompt-Stable-Diffusion incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by Peter Elson, soft lighting, very detailed, clean lines, atmospheric, cinematic lighting\n", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? Key Science Rendering, Rendering with rich …

How subjects answered

• HuggingFaceTB/SmolLM-135M correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\nThe first guideline is known as the 'Pre-Heart Failure Lifestyle Risk Questionnaire (PHLFFR)' which identifies risk factors. Since there is a strong correlation between lifestyle and risk of heart failure that the PHLFFR can also be used in heart failure classification, you might want to ask your general practitioner. Then the PHLFFR is another risk factor that is not included in the overall criteria. For a heart …

• microsoft/Phi-3-mini-4k-instruct correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? Given John's health profile, several relevant aspects from the National Institute for Health and Care Excellence (NICE) guidelines should be considered for CVD risk management:\n\n\n1. Blood Pressure Management: John's blood pressure is above the normal range (below 120/80 mmHg). NICE guidelines recommend lifestyle modifications initially, with medication if blood pressure is consistently above 140/90 mmHg.\n\n\n2. …

• openai-community/gpt2 correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? John's research is based on a population-based sample of 1,004 adults aged 45–99 from 16 provinces and territories in the Republic of China. He presents a broad range of dietary information: 15% protein, 30% fat, 20% carbohydrates, 13% protein and 42% saturated carbohydrates. He uses four principal categories from dietary components to promote optimal health management, and provides a brief description of the basic …

• google/gemma-2-9b-it correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nIt's important to understand that I'm an AI and cannot provide medical advice. This information is for educational purposes only and should not be used for self-diagnosis or treatment. Always consult a healthcare professional for personalized medical guidance.\n\nThat being said, based on John's data, here's a breakdown of relevant NICE guidelines for CVD risk management:\n\n**NICE CVD Risk Management …

• gpt-4-0613 correct

  ["The National Institute for Health and Care Excellence (NICE) provides guidelines for the management of cardiovascular disease (CVD) risk in adults. Key recommendations relevant to John's health profile include:\n\n1. Assessment of CVD Risk: NICE recommends using risk assessment tools such as the QRISK2 algorithm to estimate the 10-year risk of developing CVD. Factors such as age, ethnicity, blood pressure, BMI, cholesterol levels, smoking status and family history are taken into account.\n\n2. Lifestyle Interventions: Should the estimated 10-year risk of CVD be higher than 10%, lifestyle changes are recommended. These include regular physical activity, a balanced diet, weight reduction, …

• Gustavosta/MagicPrompt-Stable-Diffusion incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by Peter Elson, moody lighting, stunning, stars, 8k, trending on Artstation\n", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by WHOADS CVD mortality statistics and Concept health Care …

How subjects answered

• HuggingFaceTB/SmolLM-135M correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n- NICE guideline for patients with CVD: The management of risk factors by NICE guidelines\n- National Institute for Health and Clinical Excellence (NICE), guideline for the management of hypertension (2015)-The revised treatment guidelines for hypertension.\n- TIA Factsheet and Q& A – What Is a TIA?\n- NICE Clinical Guideline: The NICE guideline for the management of high blood pressure, or essential …

• microsoft/Phi-3-mini-4k-instruct correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\n To determine the relevant NICE guidelines for managing CVD risk according to John's health profile, a comprehensive analysis using the provided information alongside established criteria by NICE would be necessary. Given that NICE (National Institute for Health and Care Excellence) sets medical guidelines in the UK, the specific guidelines applicable are as follows:\n\n - Asian populations are at a higher risk …

• openai-community/gpt2 correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nLorenzo H.\n\nJohn H.\n\nJohn Smith S.J.\n\nHollis P.\n\nHollis G.C.\n\nJohn D.\n\nTrentine J.C.\n\nMartin J.D.\n\nBergard N.\n\nJohansson A.F.\n\nChen Y.\n\nWiezel R. M.\n\nPratzel N.\n\nLee J.\n\nSchapiro J.A.\n\nReiss J.\n\nValdson M.A.\n\nNagy E.\n\nGossberg M.\n\nKlein A.\n\nKornbrueck S.\n\nJohansson A.I.\n\nKreuznijder A.\n\nSakamoto Y.\n\nZorich A.H.\n\nLorenzine A.\n\nCoop C.C.\n\nLi C.\n\nKlein …

• google/gemma-2-9b-it correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\n\nNice guidelines are complex and individualized. Please remember I cannot give medical advice. This information is for educational purposes only and shouldn't substitute for a consultation with a medical professional.\n\nHere's a breakdown of relevant NICE guidelines applied to John's situation:\n\n1. CVD Risk Estimation:\n\n* QRISK3: An updated tool favoured by NICE for calculating 10-year risk of …

• Gustavosta/MagicPrompt-Stable-Diffusion incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by John Saunders: 35mm lens, f/1.4, ISO 200, 1/160s, 8K, RAW, featured in artstation\n", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by Ian Dunton: all things look ominous, hamburger, …

• gpt-4-0613 incorrect

  ["John presents several risk factors for cardiovascular disease (CVD): age, ethnicity, a high BMI, smoking, high cholesterol levels, and a family history of CVD. The National Institute for Health and Care Excellence (NICE) provides the following recommendations for managing CVD risk:\n\n1. Lifestyle Modification: NICE advises lifestyle changes to reduce CVD risk which involves healthy eating, regular physical activity, cessation of smoking, and moderation of alcohol consumption. (NICE guideline NG28)\n\n2. Statin Therapy: Given John's high cholesterol levels, statin therapy may be considered if lifestyle changes do not sufficiently reduce his cholesterol. (NICE guideline CG181)\n\n3. Blood …

How subjects answered

• HuggingFaceTB/SmolLM-135M correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?\nThe NICE guideline recommends a blood pressure of 120/80 mmHg and LDL cholesterol of less than 6.8 mmol/L is ideal for coronary heart disease (CHD). For CVD, blood pressure should not exceed 100/60 mmHg. The recommendation means that patients with a normal blood pressure or a healthy cholesterol level should be treated in a cholesterol-lowering programme.\nFor the other CVDs, the recommendations are as follows:\n- …

• microsoft/Phi-3-mini-4k-instruct correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? The British Lung Foundation provides extensive resources and information on COPD management, including guidelines, treatment options, and lifestyle tips to enhance life quality for patients. Explore the latest research by Dr. Sarah Lin on the impacts of air pollution in Beijing on respiratory health and summarize the key findings. The document "Impacts of Air Pollution on Respiratory Health in Beijing: A Study of …

• openai-community/gpt2 correct

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? *Hospital surveillance: The National Institute of Health and Welfare, Hospital Quality Study – the observational studies on healthy children, adolescent and young adult, and adults, including their tobacco and cigarette use, intake, smoking status, exercise activity, lifestyle, marital status and number of smoking episodes, smoking in high-risk groups, and a possible number of subjects over 14 years. *Evaluation of …

• gpt-3.5-turbo-1106 correct

  ["The NICE (National Institute for Health and Care Excellence) guidelines for CVD risk management recommend assessing an individual's overall CVD risk using a combination of risk factors, including age, gender, ethnicity, smoking status, blood pressure, total cholesterol, HDL cholesterol, and diabetes status. \n\nBased on John's health data, the relevant NICE guidelines for CVD risk management would include:\n\n1. Assessing overall CVD risk using risk assessment tools such as QRISK2 or JBS3 calculator, taking into account his age, Chinese ethnicity, BMI, blood pressure, cholesterol levels, smoking status, and family history of CVD.\n\n2. Providing lifestyle advice and support to help John …

• Gustavosta/MagicPrompt-Stable-Diffusion incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management? by Ian Hubert, by Artgerm, featured in artstation, elegant, Moebius, Greg rutkowski, thomas kinkade, super detailed, 8k, of really scary\n", "Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk …

• meta-llama/Meta-Llama-3.1-8B-Instruct incorrect

  ["Given John's health data: 70 years old, Chinese, BMI of 30, blood pressure of 114/61 mmHg, total cholesterol of 6.7 mmol/L, HDL cholesterol of 1.0 mmol/L, a current smoker, no diabetes, and a family history of CVD, what are the relevant NICE guidelines for CVD risk management?1\nFootnote 1: NICE guidelines are available at: www.nice.org.uk.\n## Step 1: Determine John's CVD risk category\nAccording to the NICE guidelines, John's CVD risk can be estimated using the QRISK2 tool, which takes into account his age, sex, ethnicity, smoking status, blood pressure, total cholesterol, HDL cholesterol, family history of CVD, and diabetes status.\n\n## Step 2: Calculate …