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- ## 🌈 更新
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- * **[2023.08.01]** 🎉🎉🎉 CMB公开!感谢支持~🎉🎉🎉
22
 
23
 
 
24
 
25
- ## 🌐 数据下载
 
 
 
 
 
 
 
 
 
 
 
26
 
27
- - 方法一:直接下载使用[zip压缩文件](https://github.com/FreedomIntelligence/CMB/tree/main/data)
28
- - 方法二:使用[Hugging Face datasets](https://huggingface.co/datasets/FreedomIntelligence/CMB)直接加载数据集 示例如下:
29
- ```python
30
- from datasets import load_dataset
31
-
32
- # CMB-Exam datasets (multiple choice)
33
- exam_datasets = load_dataset('FreedomIntelligence/CMB','exam')
34
- # CMB-Clin datasets
35
- clin_datasets = load_dataset('FreedomIntelligence/CMB','clin')
36
- ```
37
 
 
38
 
39
- ## 🥇 排行榜
40
 
41
- 请访问我们[官方排行榜](https://cmedbenchmark.llmzoo.com/static/leaderboard.html)了解详细结果。
42
 
43
 
 
 
 
44
 
45
- ## 🥸 数据集介绍
46
- ![CMB](assets/CMB-final.png)
47
- ### 组成部分
48
- - CMB-Exam: 全方位多层次测评模型医疗知识;
49
- - 结构: 6大项28小项,详见上图CMB-Exam, [目录地址](https://github.com/FreedomIntelligence/CMB/blob/main/catalog.md);
50
- - CMB-test: 11200道题目,每一小项400道题目;
51
- - CMB-val: 280道附带详细解析的题目; Few Shot数据集;
52
- - CMB-train: 269359道题目; 模型医疗知识注入;
53
 
54
- - CMB-Clin: 测评复杂临床问诊能力
55
- - 数据: 74例复杂病例问诊; 详见上图示例;
56
 
57
 
58
  ### CMB-Exam Item
@@ -73,59 +75,65 @@ clin_datasets = load_dataset('FreedomIntelligence/CMB','clin')
73
  }
74
  },
75
  ```
76
- - exam_type: 大项分类;
77
- - exam_class: 小项分类;
78
- - exam_subject: 具体科室或细分学科分类;
79
- - question_type: 只有"单项选择题"和"多项选择题";
 
 
80
 
81
  ### CMB-Clin Item
82
  ```json
83
  {
84
- "id": "0",
85
  "title": "案例分析-腹外疝",
86
  "description": "现病史\n(1)病史摘要\n 病人,男,49岁,3小时前解大便后出现右下腹疼痛,右下腹可触及一包块,既往体健。\n(2)主诉\n 右下腹痛并自扪及包块3小时。\n\n体格检查\n体温: T 37.8℃,P 101次/分,呼吸22次/分,BP 100/60mmHg,腹软,未见胃肠型蠕动波,肝脾肋下未及,于右侧腹股沟区可扪及一圆形肿块,约4cm×4cm大小,有压痛、界欠清,且肿块位于腹股沟韧带上内方。\n\n辅助检查\n(1)实验室检查\n 血常规:WBC 5.0×109/L,N 78%。\n 尿常规正常。\n(2)多普勒超声检查\n 沿腹股沟纵切可见一多层分布的混合回声区,宽窄不等,远端膨大,边界整齐,长约4~5cm。\n(3)腹部X线检查\n 可见阶梯状液气平。",
87
  "QA_pairs": [
88
  {
89
  "question": "简述该病人的诊断及诊断依据。",
90
- "answer": "诊断:嵌顿性腹股沟斜疝合并肠梗阻。\n 诊断依据:\n ①右下腹痛并自扪及包块3小时;\n ②有腹胀、呕吐,类似肠梗阻表现;腹部平片可见阶梯状液平,考虑肠梗阻可能;腹部B超考虑, \n腹部包块内可能为肠管可能;\n ③有轻度毒性反应或是中毒反应,如 T 37.8℃,P 101次/分,白细胞中性分类78%;\n ④腹股沟区包块位于腹股沟韧带上内方。"
91
  },
92
  {
93
  "question": "简述该病人的鉴别诊断。",
94
- "answer": "(1)睾丸鞘膜积液:鞘膜积液所呈现的肿块完全局限在阴囊内,其上界可以清楚地摸到;用透光试验检查肿块,鞘膜积液多为透光(阳性),而疝块则不能透光。\n (2)交通性鞘膜积液:肿块的外形与睾丸鞘膜积液相似。于每日起床后或站立活动时肿块缓慢地出现并增大。平卧或睡觉后肿块逐渐缩小,挤压肿块,其体积也可逐渐缩小。透光试验为阳性。\n (3)精索鞘膜积液:肿块较小,在腹股沟管内,牵拉同侧睾丸可见肿块移动。\n (4)隐睾:腹股沟管内下降不全的睾丸可被误诊为斜疝或精索鞘膜积液。隐睾肿块较小,挤压时可出现特有的胀痛感觉。如患侧阴囊内睾丸缺如,则诊断更为明确。\n (5)急性肠梗阻:肠管被嵌顿的疝可伴发急性肠梗阻,但不应仅满足于肠梗阻的诊断而忽略疝的存在;尤其是病人比较肥胖或疝块较小时,更易发生这类问题而导致治疗上的错误。\n (6)此外,腹股沟区肿块还应与以下疾病鉴别:肿大的淋巴结、动(静)脉瘤、软组织肿瘤、脓肿、\n圆韧带囊肿、子宫内膜异位症等。"
95
  },
96
  {
97
  "question": "简述该病人的治疗原则。",
98
- "answer": "嵌顿性疝原则上需要紧急手术治疗,以防止疝内容物坏死并解除伴发的肠梗阻。术前应做好必要的准备,如有脱水和电解质紊乱,应迅速补液加以纠正。手术的关键在于正确判断疝内容物的活力,然后根据病情确定处理方法。在扩张或切开疝环、解除疝环压迫的前提下,凡肠管呈紫黑色,失去光泽和弹性,刺激后无蠕动和相应肠系膜内无动脉搏动者,即可判定为肠坏死。如肠管尚未坏死,则可将其送回腹腔,按一般易复性疝处理,即行疝囊高位结扎+疝修补术。如肠管确已坏死或一时不能肯定肠管是否已失去活力时,则应在病人全身情况允许的前提下,切除该段肠管并进行一期吻合。凡施行肠切除吻合术的病人,因手术区污染,在高位结扎疝囊后,一般不宜作疝修补术,以免因感染而致修补失败。"
99
  }
100
  ]
101
- }
102
  ```
103
- - title: 病例疾病名称;
104
- - description: 病例信息;
105
- - QA_pairs: 一系列诊断问题和对应标准回答;
106
 
107
 
108
 
109
 
110
- ## ℹ️ 如何���行评测和提交详见[Github官网](https://github.com/FreedomIntelligence/CMB)
111
 
112
- ## To do List
113
- 1. 发布论文报告。
114
 
115
- ## 😘 引用
 
116
 
117
  ```
118
  @misc{cmedbenchmark,
119
  title={CMB: Chinese Medical Benchmark},
120
- author={Xidong Wang*, Guiming Hardy Chen*, Dingjie Song*, Zhiyi Zhang*, Qingying Xiao*, Xiangbo Wu, Feng Jiang, Jianquan Li, Benyou Wang},
121
- note={Authors Xidong Wang, Guiming Hardy Chen, Dingjie Song, Zhiyi Zhang and Qingying Xiao contributed equally to this work.},
122
  year = {2023},
123
  publisher = {GitHub},
124
  journal = {GitHub repository},
125
  howpublished = {\url{https://github.com/FreedomIntelligence/CMB}},
126
  }
127
-
128
  ```
129
 
130
- ## 致谢
131
- 感谢[深圳市大数据研究院](http://www.sribd.cn/)对此项目提供的大力支持。
 
 
 
 
 
 
 
16
 
17
 
18
 
19
+ ## 🌈 Update
20
 
21
+ * **[2023.08.01]** 🎉🎉🎉 CMB is published!🎉🎉🎉
22
 
23
 
24
+ ## 🌐 Download Data
25
 
26
+ - (Recommended) Download the [zip file](https://github.com/FreedomIntelligence/CMB/tree/main/data) and unzip:
27
+ ```bash
28
+ git clone "https://github.com/FreedomIntelligence/CMB.git" && cd CMB && unzip "./data/CMB.zip" -d "./data/" && rm "./data/CMB.zip"
29
+ ```
30
+ - Or Check out [HuggingFace datasets](https://huggingface.co/datasets/FreedomIntelligence/CMB) to load our data as follows:
31
+ ```python
32
+ from datasets import load_dataset
33
+ # CMB-Exam datasets (multiple-choice and multiple-answer questions)
34
+ exam_datasets = load_dataset('FreedomIntelligence/CMB','exam')
35
+ # CMB-Clin datasets
36
+ clin_datasets = load_dataset('FreedomIntelligence/CMB','clin')
37
+ ```
38
 
39
+
 
 
 
 
 
 
 
 
 
40
 
41
+ ## 🥇 Leaderboard
42
 
43
+ Please Check [Leaderboard](https://cmedbenchmark.llmzoo.com/static/leaderboard.html).
44
 
 
45
 
46
 
47
+ ## 🥸 Dataset intro
48
+ ![CMB](assets/CMB-2.svg)
49
+ ### Components
50
 
51
+ - CMB-Exam: Comprehensive multi-level assessment for medical knowledge
52
+ - Structure: 6 major categories and 28 subcategories, [View Catalog](catalog.md)
53
+ - CMB-test: 400 questions per subcategories, 11200 questions in total
54
+ - CMB-val: 280 questions with solutions and explanations; used as source for CoT and few-shot
55
+ - CMB-train: 269359 questions for medical knowledge injection
 
 
 
56
 
57
+ - CMB-Clin: 74 cases of complex medical inquires
 
58
 
59
 
60
  ### CMB-Exam Item
 
75
  }
76
  },
77
  ```
78
+ - exam_type: major category
79
+ - exam_class: sub-category
80
+ - exam_subject: Specific departments or subdivisions of disciplines
81
+ - question_type: *multiple-choice (单项选择题)* or *multiple-answer (多项选择题)*
82
+
83
+ -
84
 
85
  ### CMB-Clin Item
86
  ```json
87
  {
88
+ "id": 0,
89
  "title": "案例分析-腹外疝",
90
  "description": "现病史\n(1)病史摘要\n 病人,男,49岁,3小时前解大便后出现右下腹疼痛,右下腹可触及一包块,既往体健。\n(2)主诉\n 右下腹痛并自扪及包块3小时。\n\n体格检查\n体温: T 37.8℃,P 101次/分,呼吸22次/分,BP 100/60mmHg,腹软,未见胃肠型蠕动波,肝脾肋下未及,于右侧腹股沟区可扪及一圆形肿块,约4cm×4cm大小,有压痛、界欠清,且肿块位于腹股沟韧带上内方。\n\n辅助检查\n(1)实验室检查\n 血常规:WBC 5.0×109/L,N 78%。\n 尿常规正常。\n(2)多普勒超声检查\n 沿腹股沟纵切可见一多层分布的混合回声区,宽窄不等,远端膨大,边界整齐,长约4~5cm。\n(3)腹部X线检查\n 可见阶梯状液气平。",
91
  "QA_pairs": [
92
  {
93
  "question": "简述该病人的诊断及诊断依据。",
94
+ "solution": "诊断:嵌顿性腹股沟斜疝合并肠梗阻。\n诊断依据:\n①右下腹痛并自扪及包块3小时;\n②有腹胀、呕吐,类似肠梗阻表现;腹部平片可见阶梯状液平,考虑肠梗阻可能;腹部B超考虑,\n腹部包块内可能为肠管可能;\n③有轻度毒性反应或是中毒反应,如 T 37.8℃,P 101次/分,白细胞中性分类78%;\n④腹股沟区包块位于腹股沟韧带上内方。"
95
  },
96
  {
97
  "question": "简述该病人的鉴别诊断。",
98
+ "solution": "(1)睾丸鞘膜积液:鞘膜积液所呈现的肿块完全局限在阴囊内,其上界可以清楚地摸到;用透光试验检查肿块,鞘膜积液多为透光(阳性),而疝块则不能透光。\n(2)交通性鞘膜积液:肿块的外形与睾丸鞘膜积液相似。于每日起床后或站立活动时肿块缓慢地出现并增大。平卧或睡觉后肿块逐渐缩小,挤压肿块,其体积也可逐渐缩小。透光试验为阳性。\n(3)精索鞘膜积液:肿块较小,在腹股沟管内,牵拉同侧睾丸可见肿块移动。\n(4)隐睾:腹股沟管内下降不全的睾丸可被误诊为斜疝或精索鞘膜积液。隐睾肿块较小,挤压时可出现特有的胀痛感觉。如患侧阴囊内睾丸缺如,则诊断更为明确。\n(5)急性肠梗阻:肠管被嵌顿的疝可伴发急性肠梗阻,但不应仅满足于肠梗阻的诊断而忽略疝的存在;尤其是病人比较肥胖或疝块较小时,更易发生这类问题而导致治疗上的错误。\n(6)此外,腹股沟区肿块还应与以下疾病鉴别:肿大的淋巴结、动(静)脉瘤、软组织肿瘤、脓肿、\n圆韧带囊肿、子宫内膜异位症等。"
99
  },
100
  {
101
  "question": "简述该病人的治疗原则。",
102
+ "solution": "嵌顿性疝原则上需要紧急手术治疗,以防止疝内容物坏死并解除伴发的肠梗阻。术前应做好必要的准备,如有脱水和电解质紊乱,应迅速补液加以纠正。手术的关键在于正确判断疝内容物的活力,然后根据病情确定处理方法。在扩张或切开疝环、解除疝环压迫的前提下,凡肠管呈紫黑色,失去光泽和弹性,刺激后无蠕动和相应肠系膜内无动脉搏动者,即可判定为肠坏死。如肠管尚未坏死,则可将其送回腹腔,按一般易复性疝处理,即行疝囊高位结扎+疝修补术。如肠管确已坏死或一时不能肯定肠管是否已失去活力时,则应在病人全身情况允许的前提下,切除该段肠管并进行一期吻合。凡施行肠切除吻合术的病人,因手术区污染,在高位结扎疝囊后,一般不宜作疝修补术,以免因感染而致修补失败。"
103
  }
104
  ]
105
+ },
106
  ```
107
+ - title: name of disease
108
+ - description: information of patient
109
+ - QA_pairs: a series of questions and their solutions based on the description
110
 
111
 
112
 
113
 
 
114
 
115
+ ## ℹ️ How to evaluate and submit refer to [link](https://github.com/FreedomIntelligence/CMB)
 
116
 
117
+ ## 😘 Citation
118
+ Please use the following citation if you intend to use our dataset for training or evaluation:
119
 
120
  ```
121
  @misc{cmedbenchmark,
122
  title={CMB: Chinese Medical Benchmark},
123
+ author={Xidong Wang*, Guiming Hardy Chen*, Dingjie Song*, Zhiyi Zhang*, Qingying Xiao, Xiangbo Wu, Feng Jiang, Jianquan Li, Benyou Wang},
124
+ note={Xidong Wang, Guiming Hardy Chen, Dingjie Song, and Zhiyi Zhang contributed equally to this github repo.},
125
  year = {2023},
126
  publisher = {GitHub},
127
  journal = {GitHub repository},
128
  howpublished = {\url{https://github.com/FreedomIntelligence/CMB}},
129
  }
 
130
  ```
131
 
132
+ ## Acknowledgement
133
+ - We thank [Shenzhen Research Institute of Big Data](http://www.sribd.cn/) for their enormous support for this project.
134
+
135
+ - We thank the following doctors for participating in the human evaluation of CMB-Clin:
136
+
137
+ - 林士军 (香港中文大学(深圳)附属第二医院)
138
+ - 常河
139
+ - 许晓爽