
Đã đóng
Đã đăng vào
Thanh toán khi bàn giao
I am building an NLP-driven application that can read digital copies of paper medical charts and automatically return accurate ICD-10-CM codes. The records you will be working with come from scanned paper documents that have already been converted to text, and they include the full chart—discharge summaries, progress notes, lab results, essentially every page we receive. The tool must achieve three things in a single workflow: 1. Generate ICD-10-CM codes that reflect the latest official guidelines, AHA Coding Clinic updates, and HCC risk-adjustment requirements. 2. Validate that supporting documentation is present and flag any gaps. 3. Suggest concise, guideline-compliant physician queries when the record lacks the specificity needed for proper risk capture. Because this is healthcare, strict compliance, explainability, and an audit trail are non-negotiable. I expect the model or rule engine to surface its rationale for each code, highlight the exact text that triggered it, and return confidence scores so coders can quickly verify the result before submission. Deliverables • A working NLP model (or ensemble) capable of processing the specified document types and producing the outputs above. • A lightweight API or command-line interface for batch runs. • Documentation covering setup, model logic, and instructions for retraining with new Coding Clinic updates. • A small test suite that proves the tool meets the three objectives on sample records. If you have prior experience with clinical NLP pipelines, OCR noise handling, transformer models, or rule-based post-processing for compliance, I’d love to see your approach and estimated timeline.
Mã dự án: 40222724
11 đề xuất
Dự án từ xa
Hoạt động 29 ngày trước
Thiết lập ngân sách và thời gian
Nhận thanh toán cho công việc
Phác thảo đề xuất của bạn
Miễn phí đăng ký và cháo giá cho công việc
11 freelancer chào giá trung bình ₹25.727 INR cho công việc này

With my extensive background in software development and AI, I am more than equipped to handle your project, "AI ICD-10-CM Coding Tool". The seven years I've spent in the industry allowed me to cultivate a diverse skill set that includes web development, mobile application development, and cloud computing - all of which overlap with the requirements of this task. My experience with OCR noise handling in particular will be valuable as we work with digital copies of paper medical charts. Moreover, my proficiency in programming languages like Python and frameworks like Django qualify me for this project on NLP. I've previously worked on clinical NLP pipelines and your mention of transformer models resonates well with my expertise. Additionally, rest assured about compliance as I have also developed rule-based post-processing techniques in the past that include explainability and auditing - essential facets for your healthcare project. To further gauge my capability, let's include a small test suite within the deliverables for the records you've mentioned. This way, you can check the tool's performance against your objectives before submitting it. With comprehensive documentation of the setup, model logic, and retraining process, I'll ensure easy maintenance even when new Coding Clinic updates arise. Choose me for a solution that not only matches but exceeds your expectations.
₹12.500 INR trong 7 ngày
4,8
4,8

Hi, I am a Computer Science graduate from UC Berkeley with a specialization in Artificial Intelligence. I have over 10 years of experience working in the AI/ML. I can help you extract the coding from the medical records. Message me to discuss this further. Thanks
₹25.000 INR trong 7 ngày
4,4
4,4

With 7 years of experience in developing NLP-driven applications, I am the best fit to complete this AI ICD-10-CM Coding Tool project. I have the relevant skills and expertise to deliver a solution that meets your requirements. How I will complete this project: - Develop an NLP model (or ensemble) to process scanned medical charts and generate accurate ICD-10-CM codes. - Implement a validation mechanism to ensure supporting documentation is present and flag any gaps. - Create a feature to suggest physician queries for records lacking specificity. - Ensure strict compliance, explainability, and an audit trail for transparency. - Provide rationale for each code generated, highlight triggering text, and return confidence scores for verification. Tech stack I will use: - NLP techniques for text processing and code generation. - OCR for handling scanned documents. - Transformer models for accurate coding. - API or command-line interface for batch processing. - Documentation for setup, model logic, and retraining instructions. I have previously worked on similar solutions involving clinical NLP pipelines and compliance requirements. My approach will ensure the tool meets the objectives outlined in the project description. I am confident in delivering a high-quality solution within the specified timeline. I look forward to discussing further details and collaborating on this proje
₹13.750 INR trong 7 ngày
0,5
0,5

Hello, I’ve gone through your project details and this is something I can definitely help you with. I have 10+ years of experience in mobile and web app development, with a strong focus on AI and NLP technologies. I understand the importance of compliance and accuracy in healthcare applications. My approach will ensure that your NLP-driven tool for ICD-10-CM coding meets the necessary guidelines and performs efficiently. I have experience working with similar projects, developing models that validate data and provide clear audit trails. My plan is to analyze your project requirements thoroughly, develop the NLP model that processes the specified document types, and create a lightweight API for seamless integration. I'll ensure that the tool generates accurate codes, validates documentation, and provides physician queries as required. Here is my portfolio: https://www.freelancer.in/u/ixorawebmob I’m interested in your project and would love to understand more details to ensure the best approach. Could you clarify: 1. What document formats will you provide? 2. Are there specific performance benchmarks or metrics you’re aiming for? 3. How often will Coding Clinic updates be applied? Let’s discuss over chat! What document formats will you provide? Regards, Arpit
₹27.750 INR trong 1 ngày
0,0
0,0

Hello Parri Francis Vivek K., I checked your project, and it looks interesting. This is something we already work on, so the requirements are clear from the start. We mainly work on Data Processing, Machine Learning (ML), OCR, Software Development, Compliance, API Development, Natural Language Processing We focus on making things simple, reliable, and actually useful in real life not overcomplicated stuff. Let’s connect in chat and see if we’re a good fit for this. Best Regards, Ali nawaz
₹50.000 INR trong 8 ngày
0,0
0,0

Hello Parri Francis Vivek K., We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Data Processing, Machine Learning (ML), OCR, Software Development, Compliance, API Development, Natural Language Processing Please come over chat and discuss your requirement in a detailed way. Regards
₹12.500 INR trong 7 ngày
0,0
0,0

Dear Sir, I am excited to apply for this opportunity. I currently work as a Data Scientist in a healthcare company, where I regularly handle ICD-10-CM–based patient data, large-scale clinical datasets, and real-world healthcare records. My work includes cohort creation, feature engineering from diagnosis codes, and building predictive models on patient-level data. This has given me strong practical experience working with complex clinical datasets while maintaining data integrity and compliance standards. I hold a Master’s degree in Biomedical Engineering from IIT Guwahati, which enables me to understand both the technical and clinical aspects of healthcare data. This background helps me interpret medical terminologies, disease classifications, and patient-level signals effectively. What I bring to this project: 1)Strong experience with ICD-10-CM coding systems and healthcare data pipelines 2)Expertise in Python (Pandas, Scikit-learn, PyTorch) 3)Experience in model development, validation, and optimization By combining healthcare domain knowledge with strong machine learning expertise, I ensure solutions that are both technically robust and clinically meaningful. I would be happy to discuss your requirements and outline a clear roadmap for delivering high-quality results. Best regards, Shekhar Jyoti Nath
₹15.000 INR trong 14 ngày
0,0
0,0

Proposal: ICD-10-CM Clinical NLP Coding & Compliance Platform Dear Client, This project requires more than ICD prediction—it requires a compliant, explainable, audit-ready clinical coding support system aligned with ICD-10-CM guidelines, AHA Coding Clinic updates, and HCC requirements. I build production-grade AI systems combining clinical NLP, guideline-grounded retrieval, deterministic compliance rules, and structured audit logging. My approach avoids black-box outputs and ensures every ICD recommendation is traceable and defensible. The system will include: • Diagnosis and modifier extraction from full charts • Ranked ICD candidate mapping • Guideline retrieval with citation and evidence highlighting • Specificity and HCC validation engine • Documentation gap detection • Template-based physician query generation • Confidence scoring with decision trace metadata • REST APIs • Versioned audit logging • Setup documentation and retraining guide Timeline: Days 1–20: Ingestion and extraction engine Days 21–40: Guideline grounding and compliance validation Days 41–60: Query module, API integration, testing, and documentation The final solution will function as a structured decision-support tool, improving coding accuracy while maintaining compliance. Best regards, Gnana Chaithanya
₹36.500 INR trong 60 ngày
0,0
0,0

Tamil Nadu, India
Thành viên từ thg 4 18, 2021
₹750-1250 INR/ giờ
₹1500-12500 INR
₹1500-12500 INR
₹750-1250 INR/ giờ
$30-250 USD
₹12500-37500 INR
$10-30 USD
$1500-3000 USD
₹600-700 INR
$100 CAD
$100 USD
₹600-1500 INR
₹1500-12500 INR
£10-20 GBP
$750-1500 USD
₹100-400 INR/ giờ
$250-750 AUD
£20-250 GBP
₹12500-37500 INR
$1500-3000 USD
$250-750 USD
$250-750 USD
₹750-1250 INR/ giờ
$30-250 USD