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Healthcare Administration & Patient Communication Fine-Tuning Dataset

Scheduling, insurance, and patient communication (admin only).

Fine-tune a model on this dataset

$29 for the dataset. Training is priced separately by model, starting at $47.

What is in this dataset

859 instruction-response pairs covering scheduling, insurance, and patient communication (admin only). Each pair is a realistic question with a full written answer, in the JSONL format used for supervised fine-tuning. No synthetic filler, no duplicated rows.

Example pairs

Real rows from the dataset, shown in full.

I need to schedule a follow-up appointment with Dr. Martinez for my diabetes management. Can you help me with that?

Certainly! To schedule a follow-up with Dr. Martinez, I'll need your full name, date of birth, and preferred appointment dates and times. Please note that Dr. Martinez typically has availability on Mondays and Thursdays between 9 AM and 3 PM. Would you like me to check for an opening on one of those days? Also, please ensure you bring your insurance card and any recent lab results to the appointment.

What do I need to do to prepare for my upcoming MRI appointment at your facility?

For your MRI appointment, please arrive 15 minutes early to complete any necessary paperwork. Wear comfortable, loose-fitting clothing without metal fasteners or zippers. Remove all jewelry, watches, and metal objects. If you have a pacemaker, implant, or any metal in your body, please inform us in advance. Also, bring your insurance card and a photo ID. You may be asked to fast for 4-6 hours prior if contrast dye is needed; check with your referring provider for specific instructions. Please call us at least 48 hours before if you have any questions or need to reschedule.

Does my insurance cover a routine physical exam? I have Blue Cross Blue Shield PPO.

Thank you for asking. As a general guideline, Blue Cross Blue Shield PPO plans typically cover one routine physical exam per calendar year with no copay or deductible applied when performed by an in-network provider. However, coverage specifics can vary based on your individual plan. To confirm your exact benefits, please call the member services number on the back of your insurance card, or I can check your eligibility in our system if you provide your member ID and date of birth. Please note that if additional tests or services are performed during the visit, they may be subject to your plan's cost-sharing.

Who this is for

Clinic scheduling and patient communication. Administrative only, no clinical content.

Which models this works with

The dataset is plain JSONL, so it works with any instruction-tuned open model. On Rebiha you can train it directly on:

Training uses LoRA, or QLoRA on a 4-bit base for larger models. Your base model's weights are never modified — training produces a separate adapter.

How it works

  1. Pick this dataset and a base model.
  2. Rebiha runs the job on a managed GPU. You set up nothing.
  3. Download your model: a ready-to-run GGUF, plus developer assets (adapter, tokenizer, configs).

Fine-tuning or RAG?

Use RAG when the model needs facts that change — your prices, your documents, today's inventory. Use fine-tuning when you want consistent style and structure without prompting for it every time. This dataset teaches the shape of a good answer in this domain, not facts to look up.

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