Prompts Engineering

AI-assisted Lung Cancer Screening System Development Guide

Prompt Edit here before copy/try — source content is unchanged

1. Objective: Develop an AI-assisted lung cancer screening system that takes CT images as input and outputs cancer suspicion ratings (no suspicion, probably benign, suspicious, highly suspicious) along with corresponding regions of interest.
2. System Architecture:
   - Utilize 13 models working in coordination
   - Steps: Segment lungs -> Overall assessment -> Locate 3 suspicious regions -> Assign suspicion rating to each region
   - Deploy on Google Kubernetes Engine (GKE)
3. Model Improvements:
   - Increase training data
   - Incorporate self-attention mechanism
4. User Interface:
   - Output images directly associated with CT study
   - No changes required to user's workstation
   - Radiologists only need to review a small set of additional images
5. Evaluation Method:
   - Conduct randomized reader studies to assess system utility
   - Metrics: Sensitivity, specificity, Area Under ROC Curve (AUC)
   - Compare doctor performance with and without AI assistance
6. Output Format:
   - Suspicion rating
   - Localization of regions of interest
   - Visualization: Use circles to mark suspicious lesions, squares to show sagittal view rendering

Prepare your materials

Generate a preview after filling the fields. Materials are processed only in this page. Matching placeholders are replaced; other fields are appended at the end. Check that they agree with the original text.

ct_images suspicion_rating regions_of_interest

Uses the text above; some sites may auto-send

Usage & requirements

Follow the guide to develop a lung cancer screening AI system, deploy on GKE and evaluate system performance

Tools: google kubernetes engine machine learning models
Variables: ct_images suspicion_rating regions_of_interest
Source: Google Research Blog ↗

More Engineering prompts

Engineering

audio.cpp Performance Optimization Updates Summary

Suitable for developers who need to understand the latest performance optimizations and feature improvements of audio…

Open & try

Engineering

AI Agent Workflow Prompt Template

Fill in the target task in [GOAL] and follow the rules and checkpoints to design AI Agent workflow

Open & try

Engineering

Structured Prompt Template for AI Presentation Generator

Fill in the audience, main idea per slide, word limit, and content arc, then send to the AI tool for slide generation.

Open & try

Engineering

AI Community Promotion Rules Guide

Input the above points into the AI assistant to generate a detailed Reddit community promotion guide

Open & try

Engineering

Multi-stage Rocket Launch Simulation Coding Task

Paste code and review goal, then send

Open & try

Engineering

AI Assistant Dispatcher System Template

Paste this as a system message at the top of a new chat, then send any request. The AI assistant will route first, th…

Open & try