地球资源数据云——数据资源详情
肝硬化阶段分类
该数据集《Liver Cirrhosis Stage Classification 》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：Classify the stages of cirrhosis 任务类型：文本多分类。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：liver_cirrhosis.csv。 Context: Cirrhosis results from prolonged liver damage, leading to extensive scarring, often due to conditions like hepatitis or chronic alcohol consumption. The data provided is sourced from a Mayo Clinic study on primary biliary cirrhosis (PBC) of the liver carried out from 1974 to 1984. I have manually cleaned the dataset and used synthetic data to increase samples. Attribute Information: N_Days: Number of days between registration and the earlier of death, transplantation, or study analysis time in 1986
摘要概览
该数据集《Liver Cirrhosis Stage Classification 》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：Classify the stages of cirrhosis
任务类型：文本多分类。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：liver_cirrhosis.csv。
Context:
Cirrhosis results from prolonged liver damage, leading to extensive scarring, often due to conditions like hepatitis or chronic alcohol consumption. The data provided is sourced from a Mayo Clinic study on primary biliary cirrhosis (PBC) of the liver carried out from 1974 to 1984.
I have manually cleaned the dataset and used synthetic data to increase samples.
Attribute Information:
N_Days: Number of days between registration and the earlier of death, transplantation, or study analysis time in 1986