MedErtas-v0.1-31B-LS
基于 Gemma 4 31B 构建
适合
- 医学知识与编码
- 答案核查
- 识别无法回答的问题
- 输出速度
- 189 tokens/s
- 权重
- 24.2 GB,NVFP4
- 草稿模型
- Perigee™
- 许可证
- Apache-2.0
MedErtas 是面向医疗 AI 公司的开放权重语言模型系列,专为快速、低成本的推理服务打造。
比基线更快。
准确率高于 MedGemma 27B。
每百万输入 token。
基于 Gemma 4 31B 构建
适合
基于 Qwen3.8-27B 构建
适合
| 任务 | 31B LS | 27B LS | 领先 | MedGemma 27B参考 |
|---|---|---|---|---|
| 临床计算MedCalc-Bench 1.2 | 63.9 | 77.3 | 27B LS | 48.6 |
| 工具辅助计算MedCalc with tools | 61.1 | 76.3 | 27B LS | 无 |
| 医学知识MedQA | 93.0 | 86.7 | 31B LS | 87.4 |
| 无法回答的问题MetaMedQA | 70.4 | 65.4 | 31B LS | 36.2 |
| 医学编码MedConceptsQA,中等和困难难度的均值 | 69.8 | 63.2 | 31B LS | 46.4 |
| 答案核查MedHallu,3 个难度的均值 | 76.7 | 72.3 | 31B LS | 64.7 |
| 长病历LongHealth,2 项任务的均值 | 90.0 | 89.0 | 均可27B 处理长输入的成本更低 | 81.5 |
开发者可以让 MedErtas 适配临床工作流,并在智能体系统中以私有方式运行。
录制示例保留英文原文,即模型运行时使用的语言。
An 87-year-old man was admitted to our hospital for anorexia for several days, high-grade fever from the previous day, and liver dysfunction. Of note, he had a history of hypertension, diabetes mellitus (DM), and angina. Physical examination findings included: clear consciousness; height, 163 cm; weight, 48 kg; blood pressure, 66/40 mmHg; heart rate, 75/min; respiratory rate, 22/min; oxygen saturation of peripheral artery, 96%; and body temperature, 38.1 °C. He had no surface lymphadenopathy. Laboratory findings included: white blood cell (WBC) count, 4.2 × 109/L; hemoglobin, 9.6 g/dL; platelet count, 106 × 109/L; lactate dehydrogenase (LDH), 1662 IU/L; aspartate aminotransferase (AST), 6562 IU/L; alanine aminotransferase (ALT), 1407 IU/L; alkaline phosphatase (ALP), 509 IU/L; γ-glutamyl transpeptidase (γ-GTP), 130 IU/L; total bilirubin, 2.7 mg/dL; prothrombin time (PT), 20.3 s; international normalized ratio (INR), 1.73; blood urea nitrogen (BUN), 34.4 mg/dL; and creatinine, 1.4 mg/dL. Serologic tests were all negative for hepatitis A, B, C, and E. Computed tomography (CT) performed at admission revealed no distinct nodules or masses in the liver, but mild splenomegaly, multiple hypodense splenic lesions, and para-aortic lymph node swelling (Fig. a–c). Antibiotics were administered intravenously for suspected acute cholangitis and sepsis, but the fever persisted. Abdominal ultrasonography (US) and magnetic resonance imaging (MRI) performed 2 days later newly depicted gallbladder wall thickening and ascites (Figs. , ). On the same night, the patient presented with grade II hepatic encephalopathy, with blood tests showing a decrease in platelet count and worsening liver function suggestive of “acute type” ALF with hepatic coma and disseminated intravascular coagulation (DIC). While consideration was being given to treating acute liver failure, the patient suddenly developed ventricular fibrillation and died despite immediate resuscitation measures on day 3 of hospitalization. Given the rapid clinical course, an autopsy was performed in this patient with suspected ALF likely due to drug-induced liver injury, autoimmune hepatitis, hepatitis of indeterminate etiology, circulatory disturbance, metabolic disease, or malignant cells including malignant lymphoma. This led to the patient being diagnosed with malignant, diffuse large B-cell lymphoma, characterized by multiple lymph-node, as well as multi-organ (i.e., spleen, liver, lung, and prostate) involvement: (1) general swelling of lymph nodes in the para-abdominal aorta (Fig. a), peripancreatic, peribronchial, pulmonary hilar, subclavicular regions, as well as in the pelvis, especially around the iliac arteries, measuring up to 60 mm in diameter; (2) presence of multiple whitish splenic nodules (Fig. b) with the entire spleen shown to be microscopically infiltrated by tumor cells (Fig. a); (3) irregular geographical morphology of the liver (Fig. c) with the lymphoma cells mainly infiltrating the portal areas (Fig. b); (4) involvement of the right lobe of the lung; (5) involvement of both lobes of the prostate consequent to outer connective tissue involvement (Fig. c). Microscopically, the tumor cells in the lymph nodes were shown to have medium-sized irregular nuclei and small nucleoli with a high nuclear cytoplasmic ratio, thus showing diffuse proliferation characterized by the presence of large numbers of small T-cells (Fig. ). Immunohistochemistry revealed the tumor cells to be positive for CD20 (Fig. a), CD79a (Fig. b), bcl-2 (Fig. c), and MUM1 (Fig. d), but negative for CD3 (Fig. e), CD10, bcl-6, and cyclin D1, with a Ki-67 labeling index (Ki-67 LI) of 16% (Fig. f). The causes of death were thus determined as (1) DIC and (2) ALF associated with diffuse large B-cell lymphoma.
What is the patient's Creatinine Clearance using the Cockroft-Gault Equation in terms of mL/min?
I'll calculate the Creatinine Clearance using the Cockcroft-Gault equation.
Step 1: Determine BMI and weight category
Let me extract the values from the patient note: - Age: 87 years - Sex: Male - Height: 163 cm - Weight: 48 kg - Creatinine: 1.4 mg/dL
48 / (1.63 * 1.63)BMI ≈ 18.07, which is underweight (BMI < 18.5).
Per the instructions: "If the patient is underweight, please set their adjusted body weight to their actual body weight."
So adjusted body weight = 48 kg (actual weight).
Step 2: Apply Cockcroft-Gault equation for males:
CrCl = [(140 − age) × weight] / (72 × serum creatinine)
((140 - 87) * 48) / (72 * 1.4)Calculation: - (140 − 87) = 53 - 53 × 48 = 2544 - 72 × 1.4 = 100.8 - 2544 / 100.8 ≈ 25.24 mL/min
录制的提示词,temperature 取自评估方案。请确认你的 API 部署所支持的模型标识符和请求选项。你的应用需要自行执行计算器工具循环。
{
"model": "MedErtas-v0.1-27B-LS",
"messages": [
{
"role": "system",
"content": "Please reason step by step, use tools as needed, then give your final answer within <answer>...</answer> XML tags."
},
{
"role": "user",
"content": "You are a helpful assistant. Your task is to read a patient note and compute a medical value based on the following question.\nYou have access to a calculator tool and a python code execution tool. Use them to do any math based on values in the patient note. If using the python tool, make sure the code returns or prints all of its outputs. If there are any errors with compiling or running your script, you may need to re-write your code to obtain the output.\nNote that all of the necessary information is provided in the patient note and you should not need to prompt the user for any information.\nWhen you are finished with all computations, please write your final answer value without any units, using the following formats inside the indicated answer tag:\n\n- Decimal Answer Format: 17.29\n- Score-Based Answer Format: 5\n- Estimated Date Answer Format: 5/21/2021\n- Estimated Age Answer Format: (4 weeks, 3 days)\n\nPatient Note:\n\nAn 87-year-old man was admitted to our hospital for anorexia for several days, high-grade fever from the previous day, and liver dysfunction. Of note, he had a history of hypertension, diabetes mellitus (DM), and angina. Physical examination findings included: clear consciousness; height, 163 cm; weight, 48 kg; blood pressure, 66/40 mmHg; heart rate, 75/min; respiratory rate, 22/min; oxygen saturation of peripheral artery, 96%; and body temperature, 38.1 °C. He had no surface lymphadenopathy. Laboratory findings included: white blood cell (WBC) count, 4.2 × 109/L; hemoglobin, 9.6 g/dL; platelet count, 106 × 109/L; lactate dehydrogenase (LDH), 1662 IU/L; aspartate aminotransferase (AST), 6562 IU/L; alanine aminotransferase (ALT), 1407 IU/L; alkaline phosphatase (ALP), 509 IU/L; γ-glutamyl transpeptidase (γ-GTP), 130 IU/L; total bilirubin, 2.7 mg/dL; prothrombin time (PT), 20.3 s; international normalized ratio (INR), 1.73; blood urea nitrogen (BUN), 34.4 mg/dL; and creatinine, 1.4 mg/dL. Serologic tests were all negative for hepatitis A, B, C, and E. Computed tomography (CT) performed at admission revealed no distinct nodules or masses in the liver, but mild splenomegaly, multiple hypodense splenic lesions, and para-aortic lymph node swelling (Fig. a–c). Antibiotics were administered intravenously for suspected acute cholangitis and sepsis, but the fever persisted. Abdominal ultrasonography (US) and magnetic resonance imaging (MRI) performed 2 days later newly depicted gallbladder wall thickening and ascites (Figs. , ). On the same night, the patient presented with grade II hepatic encephalopathy, with blood tests showing a decrease in platelet count and worsening liver function suggestive of “acute type” ALF with hepatic coma and disseminated intravascular coagulation (DIC). While consideration was being given to treating acute liver failure, the patient suddenly developed ventricular fibrillation and died despite immediate resuscitation measures on day 3 of hospitalization.\nGiven the rapid clinical course, an autopsy was performed in this patient with suspected ALF likely due to drug-induced liver injury, autoimmune hepatitis, hepatitis of indeterminate etiology, circulatory disturbance, metabolic disease, or malignant cells including malignant lymphoma. This led to the patient being diagnosed with malignant, diffuse large B-cell lymphoma, characterized by multiple lymph-node, as well as multi-organ (i.e., spleen, liver, lung, and prostate) involvement: (1) general swelling of lymph nodes in the para-abdominal aorta (Fig. a), peripancreatic, peribronchial, pulmonary hilar, subclavicular regions, as well as in the pelvis, especially around the iliac arteries, measuring up to 60 mm in diameter; (2) presence of multiple whitish splenic nodules (Fig. b) with the entire spleen shown to be microscopically infiltrated by tumor cells (Fig. a); (3) irregular geographical morphology of the liver (Fig. c) with the lymphoma cells mainly infiltrating the portal areas (Fig. b); (4) involvement of the right lobe of the lung; (5) involvement of both lobes of the prostate consequent to outer connective tissue involvement (Fig. c). Microscopically, the tumor cells in the lymph nodes were shown to have medium-sized irregular nuclei and small nucleoli with a high nuclear cytoplasmic ratio, thus showing diffuse proliferation characterized by the presence of large numbers of small T-cells (Fig. ). Immunohistochemistry revealed the tumor cells to be positive for CD20 (Fig. a), CD79a (Fig. b), bcl-2 (Fig. c), and MUM1 (Fig. d), but negative for CD3 (Fig. e), CD10, bcl-6, and cyclin D1, with a Ki-67 labeling index (Ki-67 LI) of 16% (Fig. f). The causes of death were thus determined as (1) DIC and (2) ALF associated with diffuse large B-cell lymphoma.\n\nQuestion:\n\nWhat is the patient's Creatinine Clearance using the Cockroft-Gault Equation in terms of mL/min? You should use the patient's adjusted body weight in kg instead of the patient's actual body weight if the patient is overweight or obese based on their BMI. If the patient's BMI's normal, set their adjusted body weight to the minimum of the ideal body and actual weight. If the patient is underweight, please set their adjusted body weight to their actual body weight. You should use the patient's medical values and health status when they were first admitted to the hospital prior to any treatment."
}
],
"temperature": 1,
"chat_template_kwargs": {
"enable_thinking": false
},
"tools": [
{
"type": "function",
"function": {
"name": "calculator",
"description": "Evaluate a mathematical expression safely.\n\nSupports basic arithmetic (+, -, *, /, %, **), parentheses, and common math functions. Use ^ or ** for exponentiation.\n\nAvailable functions: sqrt, sin, cos, tan, log, log10, exp, abs, round\nAvailable constants: pi, e",
"parameters": {
"properties": {
"expression": {
"description": "A mathematical expression to evaluate.",
"title": "Expression",
"type": "string"
}
},
"required": [
"expression"
],
"title": "calculator_args",
"type": "object",
"additionalProperties": false
},
"strict": null
}
},
{
"type": "function",
"function": {
"name": "code_interpreter",
"description": "Execute Python code in a sandboxed REPL environment. Variables persist across calls.\n\nThis is a restricted environment - file I/O and network access are disabled.\nAllowed imports: math, numpy, scipy. Pre-loaded: numpy (as np), math, scipy. Use print() to display results.",
"parameters": {
"properties": {
"code": {
"description": "A block of Python code to execute.",
"title": "Code",
"type": "string"
}
},
"required": [
"code"
],
"title": "code_interpreter_args",
"type": "object",
"additionalProperties": false
},
"strict": null
}
}
]
}Initiated R-Pola-CHP regimen q21
Which of the following is NOT part of the current treatment regimen for Mrs. Sample's DLBCL?
The correct answer is D: Vincristine.
录制的提示词,temperature 取自评估方案。请确认你的 API 部署所支持的模型标识符和请求选项。
{
"note": "打开病历或复制请求,即可加载完整的原始输入。",
"model": "MedErtas-v0.1-31B-LS",
"temperature": 1
}Double balloon enteroscopy: is it efficacious and safe in a community setting?
DBE shows slightly higher complication rates in the community setting due to less experienced staff performing the procedure.
The provided answer makes a generalization that double balloon enteroscopy (DBE) has "slightly higher complication rates in the community setting due to less experienced staff." In medical literature, studies comparing DBE in community settings versus tertiary academic centers generally indicate that DBE is safe and efficacious in both environments, with complication rates remaining low and comparable across settings when performed by trained endoscopists. There is no established medical consensus or consistent evidence that community settings inherently have higher complication rates due to staff experience.
Therefore, the answer provides a claim that is not supported by established clinical evidence and attributes a cause (staff experience) that contradicts the general finding that the procedure is safe in community settings.
录制的提示词,temperature 取自评估方案。请确认你的 API 部署所支持的模型标识符和请求选项。
{
"model": "MedErtas-v0.1-31B-LS",
"messages": [
{
"role": "system",
"content": "\nYou are an AI assistant with extensive knowledge in the field of medicine. I want you act as an answer judge. Given a question and an answer, your objective is to determine if the provided answer contains non-factual or hallucinated information. You SHOULD give your judgement based on the following hallucination types and the world knowledge.\n\nType: Misinterpretation of #Question#: These are hallucinated answers that misunderstands the question, leading to an off-topic or irrelevant response.\nType: Incomplete Information: These are hallucinated answers that Point out what is not true without providing correct information.\nType: Mechanism and Pathway Misattribution - These are hallucinated answer that falsely attribution of biological mechanisms, molecular pathways, or disease processes that contradicts established medical knowledge\nType: Methodological and Evidence Fabrication - Inventing false research methods, statistical data, or specific clinical outcomes\n\n\nYou are trying to determine if there is a factual contradiction between the answer and the world knowledge.\nSome information in the answer might be fabricated. Answer \\boxed{{0}} if the answer is factual and \\boxed{{1}} if the answer is hallucinated and \\boxed{{2}} if you are unsure about the factuality and want to pass. If you are unsure about the answer choose \\boxed{{2}} instead of guessing and making a mistake.\n"
},
{
"role": "user",
"content": "\nQuestion: Double balloon enteroscopy: is it efficacious and safe in a community setting?\nAnswer: DBE shows slightly higher complication rates in the community setting due to less experienced staff performing the procedure.\n\nReturn just the answer, Answer \\boxed{0} if the answer is factual and \\boxed{1} if the answer is hallucinated and \\boxed{2} if you are unsure about the answer and want to pass.\nIf you are unsure about the answer choose \\boxed{2} instead of guessing and making a mistake.\nYour Judgement:\n"
}
],
"temperature": 1,
"chat_template_kwargs": {
"enable_thinking": false
}
}Indication: Persistent cough. No prior imaging available for comparison. Technique: Non-contrast CT of the chest with multiplanar reformats. Findings: A solitary 5 mm solid nodule is present in the peripheral right upper lobe. No focal air-space consolidation. No pleural effusion or pneumothorax. Central airways are patent. No enlarged mediastinal lymph nodes by CT size criteria. No acute osseous abnormality in the imaged chest. Impression: Solitary 5 mm right upper lobe pulmonary nodule. No prior study is available to assess stability. No acute air-space disease.
录制内容审核完成后,这里会显示 MedErtas-v0.1-31B-LS 高亮的术语及其解释。
同一提示词同时发给两个模型。在全精度且不使用草稿模型时,Qwen3.8-27B 生成这段 144 token 的回答需要 5.54 秒,速度为 26 tokens/s。使用 Perigee 草稿模型的 MedErtas-v0.1-27B-LS 需要 0.70 秒,速度为 207 tokens/s。
| MedErtas v0.1 31B LS | MedErtas v0.1 27B LS | |
|---|---|---|