StochStack

prototype 18

临床 AI Vendor 情报雷达

按应用场景组织 CRO 与临床科技版图:谁在解决什么问题、使用什么技术、哪些文献正在推动前沿。

更新时间: 3/1/2026, 12:00:00 AM · signals: 2/28/2026, 11:30:56 PM

medical-writing

临床文档撰写自动化

面向 CSR/protocol/lay summary 的可追溯自动生成。

2 家 vendor · 2 个产品 · 1 篇文献

site-feasibility

站点可行性与启动

站点排名、启动风险预测与启动加速。

2 家 vendor · 2 个产品 · 0 篇文献

patient-recruitment

患者招募智能

可入组人群测算、招募预测与渠道优化。

5 家 vendor · 5 个产品 · 1 篇文献

protocol-intelligence

Protocol 智能

协议解析、入排判断与规则证据检索。

4 家 vendor · 4 个产品 · 1 篇文献

data-quality-rbqm

RBQM 与数据质量

风险导向监查、异常检测与数据问题分流。

3 家 vendor · 3 个产品 · 1 篇文献

synthetic-control

数字孪生与合成对照

历史对照构建与样本量优化仿真。

3 家 vendor · 3 个产品 · 1 篇文献

supply-rtsm

RTSM 与供应优化

药物供应预测、仓配平衡与随机化运营。

0 家 vendor · 0 个产品 · 0 篇文献

safety-phv

安全与药物警戒信号

安全病例分流、信号优先级与叙事自动化。

1 家 vendor · 1 个产品 · 0 篇文献

submission-closeout

递交与关库加速

注册包就绪度、资料拼装与关库编排。

3 家 vendor · 3 个产品 · 1 篇文献

portfolio-control-tower

组合管理控制塔

里程碑、预算与 FTE 的统一控制与情景规划。

4 家 vendor · 4 个产品 · 0 篇文献

multimodal-assessment

影像与多模态评估

以计算机视觉支持影像终点评估与多模态结局分析。

1 家 vendor · 1 个产品 · 1 篇文献

Vendor 解决方案

IQVIA (CRO)

AI-enabled Trial Optimization Suite

live

Portfolio-level optimization and operational forecasting for trial execution.

站点可行性与启动 · 组合管理控制塔 · 患者招募智能

Machine Learning · Optimization · Bayesian Modeling

打开

Parexel (CRO)

Clinical Data Intelligence Services

live

Risk analytics and data quality insights for study teams.

RBQM 与数据质量 · 递交与关库加速

Machine Learning · NLP / IE

打开

Medidata (Platform)

Medidata AI Modules

live

AI capabilities across study build, risk monitoring, and workflow support.

站点可行性与启动 · RBQM 与数据质量 · Protocol 智能

Machine Learning · NLP / IE · Agent Systems

打开

Veeva (Platform)

Vault Clinical + AI Search/Assist

beta

Document lifecycle and regulatory workflows with AI-assisted retrieval and drafting.

临床文档撰写自动化 · 递交与关库加速 · Protocol 智能

GenAI · Knowledge Graph · Rules Engine

打开

Saama (Clinical AI)

Clinical Analytics Cloud

live

Automated data review and quality risk surfacing.

RBQM 与数据质量 · 组合管理控制塔

Machine Learning · Optimization · Continuous Learning

打开

Flatiron Health (RWD)

Oncology RWE Data Products

live

Real-world evidence datasets for trial planning and endpoint contextualization.

患者招募智能 · 数字孪生与合成对照

Causal Inference · Machine Learning · Bayesian Modeling

打开

PathAI (Clinical AI)

Digital Pathology AI

live

AI-assisted pathology quantification and endpoint support.

影像与多模态评估

Computer Vision · Self-supervised Learning

打开

Tempus (Clinical AI)

Precision Medicine AI Platform

live

Molecular + clinical data insights for cohort strategy and trial matching.

患者招募智能 · Protocol 智能

Machine Learning · Knowledge Graph · NLP / IE

打开

Insilico Medicine (Biotech AI)

Generative Discovery/Design Stack

live

AI-first drug discovery platform with design and optimization loops.

组合管理控制塔

GenAI · Reinforcement Learning · Continuous Learning

打开

Unlearn (Clinical AI)

Digital Twin Generator

beta

Synthetic control modeling to improve trial efficiency.

数字孪生与合成对照 · 患者招募智能

Simulation / Digital Twin · Bayesian Modeling · Causal Inference

打开

Datavant (Data Infrastructure)

Privacy-preserving Data Linkage

live

Secure linkage infrastructure across healthcare datasets.

患者招募智能 · 安全与药物警戒信号 · 数字孪生与合成对照

Machine Learning · Optimization

打开

OpenAI / Microsoft Ecosystem (Foundation Model)

Enterprise AI Copilot Stack

live

General-purpose language and agent systems adaptable to clinical workflows.

临床文档撰写自动化 · Protocol 智能 · 递交与关库加速 · 组合管理控制塔

GenAI · Agent Systems · NLP / IE

打开

技术面

Agent SystemsBayesian ModelingCausal InferenceComputer VisionContinuous LearningGenAIKnowledge GraphMachine LearningNLP / IEOptimizationReinforcement LearningRules EngineSelf-supervised LearningSimulation / Digital Twin

文献信号

Patient simulation frameworks for virtual trial cohorts

2025 · Journal/Preprint Monitoring · high

Simulation / Digital Twin · Bayesian Modeling

打开

Risk-based quality monitoring using anomaly detection in multicenter trials

2024 · Journal/Conference Monitoring · high

Machine Learning · Continuous Learning

打开

LLM-assisted clinical writing with source traceability constraints

2025 · Preprint Monitoring · medium

GenAI · Rules Engine

打开

Multimodal endpoint modeling across imaging and tabular clinical signals

2025 · Conference Monitoring · medium

Computer Vision · Machine Learning · Causal Inference

打开

最新自动采集信号

Graph Your Way to Inspiration: Integrating Co-Author Graphs with Retrieval-Augmented Generation for Large Language Model Based Scientific Idea Generation

2026-02-28 · arXiv cs.AI · literature

Machine Learning

打开

FIRE: A Comprehensive Benchmark for Financial Intelligence and Reasoning Evaluation

2026-02-28 · arXiv cs.AI · literature

Machine Learning

打开

Multi-Level Causal Embeddings

2026-02-28 · arXiv cs.AI · literature

Machine Learning

打开

Agent Behavioral Contracts: Formal Specification and Runtime Enforcement for Reliable Autonomous AI Agents

2026-02-28 · arXiv cs.AI · literature

Machine Learning

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Vibe Researching as Wolf Coming: Can AI Agents with Skills Replace or Augment Social Scientists?

2026-02-28 · arXiv cs.AI · literature

Machine Learning

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Towards Autonomous Memory Agents

2026-02-28 · arXiv cs.AI · literature

Machine Learning

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Exploring Human Behavior During Abstract Rule Inference and Problem Solving with the Cognitive Abstraction and Reasoning Corpus

2026-02-28 · arXiv cs.AI · literature

Machine Learning

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Epistemic Filtering and Collective Hallucination: A Jury Theorem for Confidence-Calibrated Agents

2026-02-28 · arXiv cs.AI · literature

Machine Learning

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update log

Prototype Change Log

  1. 2026-03-01 · v0.1.0

    Vendor Intelligence 雷达基线版本

    • - 新增场景优先卡片,覆盖不局限于 GenAI 的临床 AI 应用场景。
    • - 建立 vendor/product 与场景、技术模态(CV、RL、仿真、因果、Agent)映射。
    • - 新增文献信号面板与每日自动采集信号面板。
    • - 新增每日同步脚本:RSS/Atom + 关键词映射到场景与技术。