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I’m looking to commission a custom machine-learning model that automatically writes full-length research papers in the medical field. The focus is article-style generation rather than casual chatbot replies or short-form posts, so coherence, correct structure (abstract, introduction, methods, results, discussion, references), and domain-appropriate terminology matter more to me than conversational flair. You’re free to choose the underlying architecture—transformer-based models such as GPT-like variants, T5, Llama, or your own hybrid approach—so long as the final pipeline consistently produces high-quality drafts that read like genuine medical research. I will supply example papers and any additional datasets you ask for; you handle data preparation, fine-tuning, and the evaluation strategy to verify that outputs remain factual, logically organised, and plagiarism-free. Deliverables I expect: • A trained model checkpoint with an accompanying inference script (Python preferred). • Clear documentation showing how to reproduce training, fine-tune on fresh papers, and run the generator locally or via an API endpoint. • A short validation report comparing generated text against baseline metrics and human review notes. If you’ve previously built models for academic or medical writing, I’d love to see samples or published work.
Project ID: 40212221
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7 freelancers are bidding on average ₹2,875 INR/hour for this job

1. I am an expert in Statistics, Regression analysis, Linear regression analysis, p value, ANOVAs, etc. I use excel and other statistical software like SPSS, STATA, E-views for data analysis and statistical analysis based on client requirement. 2. Have done many projects in statistics using SPSS, STATA, E-views. I read your project and sure I can handle your project. 3. Your project will be delivered on time with high standard 4. Assistance will be provided with number of clarifications until client satisfaction 5. I will provide assistance even after the payment. And will maintain data (content) security.
₹1,875 INR in 40 days
6.4
6.4

With your project aiming to produce AI-generated medical research papers, I am confident that my decade-spanning experience in distilling complex information into coherent content makes me a perfect fit for the job. Throughout my writing tenure, I have adeptly explained intricate concepts to diverse audiences and this skill ensures that the AI-generated articles will be relevant and easily understood by their intended readers in the medical field. In addition, my proficiency in research will be of great advantage in handling the data preparation, fine-tuning and evaluation strategy to verify factual consistency and logical organization as needed. This proficience cements my assurance that outputs will not only remain factual but also maintain a high degree of coherence – which is crucial for scientific work. Finally, as an added plus I've worked as an accountant for 3 years which means I understand the importance of ensuring that there is no occurrence of plagiarism in any scholarly work. Notably, when working on your project, you can expect from me a well-trained model checkpoint complemented with a clear and comprehensive documentation on how to reproduce training, fine-tune and run the generator locally or via an API endpoint. Lastly, I understand that validation is key to any research hence you can rely on me to provide a concise yet informative validation report comparing generated text against baseline metrics as well as human review notes.
₹1,875 INR in 1 day
4.7
4.7

Dear Sir/Madam, I have 8 years of experience in machine learning and natural language processing, and I’m confident that I can help you create a model for generating full-length medical research papers. I have experience in fine-tuning transformer models like GPT and T5, ensuring they generate clear, structured content with the right medical terminology. Let’s connect in the chatbox to discuss the project further, including the budget and timeline. To know more about my experience, let's talk in a freelancer call, and I can share more details and sample works in the chatbox. I am ready to work with you, please connect in the chatbox for further discussions. Thank You. Dr. Divya.
₹1,250 INR in 40 days
4.5
4.5

Hello, This project aligns veryclosely with the work I've already done in academic research automation and medical-domain AI, particularly my Research-Copilot system, which was designed to analyze, summmarize, cross-reference and structurally reason over research paper rather than generate shallow chatbot-style text. Understanding your requirement you don't want a generic text generator, instead want a full-style publication-grade research paper text generator. For your project, my approach will be: 1. Architecture selection - Transformer-based backbone (LLaMA / T5 / GPT-style) adapted for long-context generation. 2. Data preparation and fine-tuning - Section-aware dataset construction (each paper split into structured components). - Domain-adaptive fine-tuning with medical corpora you provide. - Optional reinforcement or rule-based constraints for section integrity. 3. Evaluation and Quality control - Plagiarism detection and citation similarity checks 4. Deployment and Reproducibility - Clear documentation for retraining, fine-tuning, and local execution - Python-based inference. I have three questions: 1. What is the target length range per paper and what are the preferred medical domains? 2. Should the model generate draft quality ouput of submission ready output? 3. Will the system be used locally only or do you want hosted/API-based workflow? Looking to get connected with you. Best regards, Viraj Sawant
₹1,875 INR in 40 days
0.0
0.0

I can build a structured ML pipeline to generate full-length medical research paper drafts with proper sections (abstract to references). Instead of a naïve fine-tune that hallucinates facts, I use section-aware generation, parameter-efficient fine-tuning (LoRA), and retrieval-augmented generation to reduce errors and fake citations. I handle data cleaning, section segmentation, model training, and evaluation using ROUGE/BERTScore plus human review. Deliverables include a trained checkpoint, Python inference script, reproducible documentation, and a short validation report. This system is designed to accelerate research drafting, not autonomous publication.
₹1,250 INR in 40 days
0.0
0.0

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