Top-tier experts in clinical medicine, public health, and healthcare management. Contracted physicians from Grade-A tertiary hospitals and postgraduates from 985 medical schools, providing professional-level clinical reasoning and diagnostic decision annotation data for AI healthcare models.
The Langhui healthcare expert team composition and core advantages
朗慧医疗健康领域专家团队以三甲医院主治医师及985医学院硕博为核心，涵盖内科、外科、儿科、妇产科等全科室。朗慧坚持三甲医院签约的硬性筛选，确保每一位专家都经过临床一线的系统训练与多科室轮转历练。
专家团队深入理解中国分级诊疗体系、医保支付改革及DRG/DIP付费模式，能够对临床路径、诊断标准、治疗方案、手术操作进行专业级标注。在罕见病、疑难重症等低频高难度场景中，朗慧专家凭借真实诊疗经验提供行业领先的标注推理质量。
在AI医疗大模型训练场景中，朗慧专家覆盖电子病历解读、影像报告生成、临床决策支持、药物相互作用判断等核心任务类型。每一份标注数据均通过3轮专业审核——资质初审、专科笔试、临床案例答辩，确保标注准确率对标三甲医院主治医师水平。
End-to-end annotation services for healthcare AI
EMR structured extraction, diagnostic coding, progress note summarization, order information extraction
Imaging report generation, abnormality annotation, diagnostic suggestion, imaging quality assessment
Diagnostic pathway reasoning, differential diagnosis analysis, treatment plan evaluation, medication review
Drug interaction assessment, indication annotation, contraindication identification, dosage review
Care pathway annotation, chronic disease management plans, health education content, rehabilitation evaluation
Epidemic data analysis, epidemiology annotation, disease control policy interpretation, health economics assessment
In-depth data services for healthcare LLM pretraining
Medical knowledge graph construction, clinical Q&A pair generation, diagnostic pathway normalization
Medical record quality control, DRG grouping verification, coding accuracy review, cost rationality assessment
Dialogue quality annotation, health consultation response evaluation, medical content review
Literature structured extraction, clinical trial data annotation, drug safety information extraction
Core value delivered by Langhui's healthcare expert team
Reviewed by practicing physicians from top hospitals, annotation quality meets clinical-grade standards
Three-round medical review mechanism ensuring diagnostic and treatment annotation accuracy
Batch medical record structuring to support large model training timelines
Full data anonymization, medical data security regulation compliance, ethics review mechanism
Strict expert admission criteria ensure professional quality
Clinical medicine, basic medicine, public health or related disciplines
Practicing attending physician or above at a Grade-A tertiary hospital
National medical licensing certificate with 2+ years of clinical experience
Familiarity with electronic medical records and order entry systems
SCI literature search and critical reading ability, evidence-based medicine methodology
Confirmation and initiation within 2 hours of task assignment
Langhui's differentiated advantages in healthcare data annotation
Standardized process from requirements to high-quality delivery
Deep understanding of project needs, customized annotation plan
Precisely matched domain experts based on task type
Expert team delivers annotations with full quality monitoring
Three-round quality review before delivery
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