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I’m building a generative-AI system for the medical domain and have a growing collection of model-generated replies that now need rigorous evaluation. Your job is to read each response and annotate it for clinical accuracy and safety so the data can be fed straight back into the next training cycle. The data: text-based replies produced by my model. What I need from you: a high-accuracy judgment on every reply—accurate, partially accurate, or inaccurate—plus a short corrective note whenever you flag an error or risky advice. The finished labels must arrive in a clean JSON or CSV file that slots seamlessly into our training pipeline. Because this set will drive AI model training, I can only work with someone who has demonstrable clinical knowledge (e.g., practicing clinician, certified medical coder, or researcher with peer-reviewed publications) and previous experience on annotation platforms such as Prodigy, Labelbox, or similar. Acceptance criteria • Every reply reviewed and labeled following the rubric we agree on. • ≥ 99 % inter-rater agreement on a 200-item spot check. • Delivery in the specified schema, zero formatting errors. If you can guarantee that level of detail and accuracy, I’d like to hear how quickly you can turn around an initial batch of 5 000 replies and what tools you prefer to work with.
Project ID: 40434433
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14 freelancers are bidding on average $133 USD for this job

Hello, I’m a researcher with a PhD in Biochemistry and experience in clinical biochemistry, medical literature evaluation, and AI-assisted scientific review. Feel free to review my profile for my research background and medical writing experience (I can provide my publication list in chat). I can accurately assess AI-generated medical responses for clinical accuracy, safety risks, and guideline consistency, and deliver structured annotations in CSV format with high precision. I’m familiar with systematic review workflows and can adapt quickly to your annotation rubric and preferred platform. I can provide concise corrective notes for inaccurate or potentially harmful outputs while maintaining strong consistency and attention to detail. I’m available to start immediately and can discuss turnaround timelines for the initial 5,000-response batch based on complexity and annotation depth. Feel free to review my profile for my research background and medical writing experience (I can provide my publication list in chat).
$250 USD in 7 days
5.1
5.1

Hi, I already work on AI data annotation and evaluation projects and have experience reviewing model-generated responses for quality, accuracy, and safety. I’ve handled large-scale datasets, structured labeling workflows, and JSON/CSV delivery formats for training pipelines. For your medical-domain evaluation workflow, I can: • Review and label each response as accurate / partially accurate / inaccurate • Flag unsafe or clinically risky outputs • Add concise corrective notes for failed cases • Follow strict annotation rubrics and schema requirements • Deliver clean JSON or CSV files with zero formatting issues • Maintain consistency across large batches with QA checks I’m comfortable working with annotation platforms and custom pipelines, and I can adapt quickly to your rubric and inter-rater agreement process. For the initial batch of 5,000 replies, turnaround time will depend on rubric complexity and average response length, but I can handle high-volume annotation with consistent quality control. I can also share details from previous similar projects and sample annotation structures if needed.
$30 USD in 1 day
4.2
4.2

As a professional freelancer with over 17 years of experience, I can guarantee the level of detail and accuracy you're looking for in this project. I've handled projects worth €500,000+, ensuring quality, confidentiality, and reliability by personally handling every aspect, much like what you require for this task without outsourcing. This project will be no different. In terms of relevant skills, data entry is one area that I've honed and developed over the years. Accurately entering large volumes of data in a consistent and timely manner is something I excel at. Additionally, I have extensive experience working with annotation platforms like Prodigy and Labelbox which will enable me to integrate seamlessly into your workflow. Regarding the tight turnaround you require for the initial batch of 5,000 replies, my availability stands at 24/7 enabling me to work around the clock giving you rapid delivery without compromising on quality. Considering my skill set, availability, along with my successful track record for client satisfaction over two decades; I believe my candidacy matches your requirements perfectly. I look forward to discussing my rates in line with this assignment as well as your preferred platform using my maximum offered value
$300 USD in 99 days
3.4
3.4

Hello, I’m a physician with strong experience in medical research, clinical documentation, and quality review, and I’m confident I can deliver the level of accuracy required for this project. I have experience evaluating AI-generated medical content for factual correctness, guideline adherence, hallucinations, and patient safety risks. I can annotate replies as accurate, partially accurate, or inaccurate with concise corrective feedback in structured JSON/CSV format without schema errors. . I’m familiar with annotation workflows and can maintain high inter-rater consistency using a clearly defined rubric. For the initial 5,000 replies, I can provide a fast and reliable turnaround with regular quality checks throughout the process. Thank you.
$140 USD in 7 days
3.0
3.0

I'm a certified AI, Python Automation & Data Analyst specialist with hands-on experience in web scraping, Selenium, Playwright, Flask, n8n workflow automation, and data analysis using Python, R, Pandas, and NumPy. I don't just deliver code — I deliver working solutions that save your time and reduce manual effort. I hold certifications in AI Development (IBM) and Python Automation & Data Science (Coursera & Packt), so you can trust that my work is professional and up to standard. I'm available to start immediately, communicate regularly, and will not close the contract until you are 100% satisfied. Let's discuss your project — feel free to send me a message!
$103 USD in 7 days
1.6
1.6

Hi, I am Fozan. Hope you are doing fine. I am a student of Bioinformatics and understand both biological and computer field I hope i would be a good help for you amazing project. I also have experience of annotating data previously. Using different tools like labelimg and roboflow also i can use any of your desired tool if you would like. Kindly reach me out for more detailed conversation. Thanks & Regards, Fozan.
$100 USD in 5 days
1.0
1.0

I recently completed a similar project evaluating AI-generated content for clinical accuracy, which resulted in a 15 percent improvement in model safety and reliability. I am new to Freelancer, but I have real experience on large scale projects involving companies like Microsoft and Google, supporting teams that required precise data annotation and rigorous quality control in healthcare settings. I understand you need thorough, consistent, and reliable labeling of generative AI responses, delivered in a clean format to seamlessly integrate into your training pipeline. Accuracy and clear correction notes are essential for this critical task, with a focus on clinical safety and strict adherence to the rubric. I work by emphasizing simplicity and structure, aiming for long-term reliability rather than quick fixes. I build clear workflows that minimize errors, ensuring every detail is handled correctly from the start without unnecessary complexity. I am confident I can meet your high standards and deliver an initial batch of 5,000 replies efficiently while maintaining the required agreement level. If this aligns with your project, feel free to reach out to discuss scope and pricing. Regards Patrick
$200 USD in 12 days
0.0
0.0

Hi, I’m experienced in AI response evaluation, data annotation, and structured dataset preparation for LLM training workflows. I have worked on projects involving response quality assessment, safety labeling, factual verification, and JSON/CSV formatting for production pipelines. For your medical-domain evaluation task, I can carefully review each model-generated reply and label it as accurate, partially accurate, or inaccurate based on the annotation rubric. I can also provide concise corrective notes for clinically unsafe, misleading, or incomplete responses while maintaining consistency across large datasets. I’m comfortable working with structured annotation workflows, QA validation processes, and large-scale datasets, and I understand the importance of high agreement scores and formatting precision for downstream model training. I can adapt to your schema requirements and maintain organized delivery with zero formatting issues. I also have experience handling bulk annotation tasks efficiently while preserving quality and consistency. For the initial batch of 5,000 replies, I can provide a reliable turnaround timeline once I review the rubric complexity and average response length. I’d be happy to discuss workflow details, QA expectations, delivery format, and share examples of previous annotation-related work.
$30 USD in 1 day
0.0
0.0

Your biggest risk here probably isn’t the annotation—it’s consistency under volume. Maintaining near-perfect inter-rater agreement across thousands of clinically nuanced replies demands more than medical knowledge; it requires rigorous process design and audit-ready workflows. I approach this by creating precise, context-aware rubrics tailored to your model’s output nuances, paired with iterative calibration sessions to lock in agreement thresholds early. I use Prodigy to seamlessly integrate annotations into JSON schemas, ensuring zero formatting errors and immediate pipeline compatibility. Let’s talk turnaround realistically—how soon do you need the first batch to feed back into training?
$150 USD in 14 days
0.0
0.0

Hi, I can build the Java desktop scraper using your custom library and follow the UI sketch you attached. I have strong experience with Java desktop applications, web scraping flows, browser DevTools, link extraction, recursive crawling, and building tools that are easy to extend later. I’ll make the app accept a starting link, grab all links from that page, add them to the list, then continue opening collected links and extracting deeper links in a controlled way. I understand this is the first step of a longer project, so I’ll keep the code readable, flexible, and ready for future features. I can also communicate quickly with daily updates after the contract starts. Best regards Ankit
$50 USD in 1 day
1.0
1.0

Hi — I have a strong background in data science and technical evaluation. I can review AI-generated medical responses and annotate them for clinical accuracy and safety using your rubric/guidelines. Methodical, detail-oriented, and available to start immediately. Please share the annotation guidelines and sample data.
$100 USD in 5 days
0.0
0.0

I am expert in data field. I have 24 years of experience in dealing with structured and unstructured all kind of data from any source to any destination.
$140 USD in 3 days
0.0
0.0

Gujrat, Pakistan
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