Datasets:

nuhmanpk
/

firstaid-treatment-instruct

FirstAid-Treatment IT is an instruction tuning and question-answering dataset for training domain-specialized language models on first aid, emergency response, procedural medical support, and safety guidance.

The dataset consists of grounded conversational training examples built from source-aligned first-aid reference material and emergency response documentation.

It is designed for:

Supervised Fine-Tuning (SFT)
Question Answering (QA)
Retrieval-Augmented Generation (RAG)
Grounded medical assistant training
Safety-focused instruction-following models

Supported Tasks

This dataset supports several NLP tasks:

1. Instruction Fine-Tuning

Examples are formatted as chat-style instruction data:

Summarize this passage
Extract procedural steps
List key takeaways
Answer grounded domain questions

Suitable for fine-tuning:

:contentReference[oaicite:2]{index=2} Llama models
:contentReference[oaicite:3]{index=3} models
:contentReference[oaicite:4]{index=4} Qwen models
Medical domain assistants

2. Question Answering

Supports:

Extractive QA
Grounded QA
Procedural QA
Multi-step reasoning QA

Example tasks:

Question: What should be prioritized in massive hemorrhage response?

Answer: Follow immediate bleeding control protocols, prioritize life-threatening hemorrhage intervention, and escalate emergency care.

3. Retrieval-Augmented Generation

Useful for:

Grounded response generation
Hallucination reduction
Citation-aware medical assistants
Retrieval evaluation benchmarks

Dataset Summary

Total rows: 78,930
Train split: 71K+
Format: Parquet
Modality: Text
Message-format conversational samples
Source-grounded instruction-response data

Topics Covered

Includes diverse first aid topics such as:

Trauma management
Bleeding control
Poisoning response
Respiratory emergencies
Pediatric emergencies
Disaster response
Toxic exposure
Tactical casualty care
Infection control
Crowd crush and stampede support
Hazardous materials response
Radiation exposure first aid
Decompression and dive injuries
Neonatal emergencies
Mental health crisis support

Dataset Structure

Each example follows chat-style instruction tuning format:

{
 "messages": [
   {
      "role":"system",
      "content":"You are a domain expert assistant. Answer only from provided context."
   },
   {
      "role":"user",
      "content":"Extract procedural steps..."
   },
   {
      "role":"assistant",
      "content":"1. Assess scene safety..."
   }
 ],
 "source":"firstaid_114_massive_hemorrhage_march.pdf_chunk_449",
 "topic":"massive hemorrhage management"
}

Features

Feature	Type
messages	list
source	string
topic	string

Dataset Creation

Source Data

Built from structured first aid and emergency care reference materials, guidelines, and procedural source documents.

Examples are generated from source chunks using grounded instruction synthesis patterns:

summarization prompts
procedural extraction prompts
knowledge QA prompts
key takeaway generation

Data Generation Pipeline

High-level pipeline:

Source ingestion
Document chunking
Topic extraction
Instruction synthesis
Grounded answer generation
Quality filtering
Conversational formatting

Intended Uses

Recommended:

✅ SFT for medical assistants
✅ Domain adaptation
✅ Grounded QA systems
✅ RAG benchmarking
✅ Safety-aligned assistant training
✅ Medical instruction following research

Out-of-Scope Uses

Not intended for:

Real-time emergency diagnosis
Clinical decision making
Autonomous medical advice
Replacement for licensed professionals
Unsupervised deployment in high-risk settings

This is a training dataset, not medical advice.

Bias, Risks, and Limitations

Limitations

Coverage limited to included sources
May not reflect jurisdiction-specific protocols
Not a substitute for updated clinical guidance
Synthetic instruction generation may introduce formatting bias

Safety Risks

Models trained solely on this data may:

Overgeneralize procedures
Omit escalation contexts
Produce incomplete emergency recommendations

Human oversight is strongly recommended.

Fine-Tuning Example

from datasets import load_dataset

ds = load_dataset(
    "nuhmanpk/FirstAid-Treatment_it"
)

print(ds["train"][0]["messages"])

Example SFT formatting:

tokenizer.apply_chat_template(
  sample["messages"],
  tokenize=False
)

Works well for chat-style SFT pipelines using:

TRL SFTTrainer
Axolotl
Unsloth
Transformers Trainer

Benchmark / Evaluation Ideas

Can be evaluated on:

Exact Match (EM)
F1 for QA
Faithfulness
Groundedness
Hallucination rate
Instruction-following accuracy

Potential benchmark tasks:

Procedural step extraction
Emergency response QA
Safety reasoning
Medical RAG evaluation

Citation

@dataset{nuhmanpk_firstaid_treatment_it,
 author = {Nuhman PK},
 title = {FirstAid-Treatment IT},
 year = {2026},
 publisher = {Hugging Face},
 url = {https://huggingface.co/datasets/nuhmanpk/FirstAid-Treatment_it}
}

Creator

Created by Nuhman PK

messages listlengths 3 3	source stringlengths 32 60	topic stringlengths 28 56
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 125 radiation exposure first aid chunk 564", "role": "user" }, { "content": "(2020). A Pilot Study on...	firstaid_125_radiation_exposure_first_aid.pdf_chunk_564	firstaid 125 radiation exposure first aid chunk 564
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 189 foodborne toxin emergency chunk 169", "role": "user" }, { "content": "The first is when the heart...	firstaid_189_foodborne_toxin_emergency.pdf_chunk_169	firstaid 189 foodborne toxin emergency chunk 169
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 189 foodborne toxin emergency chunk 309", "role": "user" }, { "content": "1. • A person experiencin...	firstaid_189_foodborne_toxin_emergency.pdf_chunk_309	firstaid 189 foodborne toxin emergency chunk 309
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 171 floodwater exposure illness chunk 196", "role": "user" }, { "content": "- • Explore the mechanics of ...	firstaid_171_floodwater_exposure_illness.pdf_chunk_196	firstaid 171 floodwater exposure illness chunk 196
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 123 decompression sickness chunk 83", "role": "user" }, { "content": "The study’s overall results sho...	firstaid_123_decompression_sickness.pdf_chunk_83	firstaid 123 decompression sickness chunk 83
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 178 stampede trauma support chunk 63", "role": "user" }, { "content": "1. In the absence of a natio...	firstaid_178_stampede_trauma_support.pdf_chunk_63	firstaid 178 stampede trauma support chunk 63
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 131 methanol poisoning support chunk 483", "role": "user" }, { "content": "As frostbite progresses, t...	firstaid_131_methanol_poisoning_support.pdf_chunk_483	firstaid 131 methanol poisoning support chunk 483
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 130 hydrocarbon ingestion chunk 192", "role": "user" }, { "content": "Preventable and preparable caus...	firstaid_130_hydrocarbon_ingestion.pdf_chunk_192	firstaid 130 hydrocarbon ingestion chunk 192
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 101 crush syndrome management chunk 503", "role": "user" }, { "content": "- • Exposure to a sealed source...	firstaid_101_crush_syndrome_management.pdf_chunk_503	firstaid 101 crush syndrome management chunk 503
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 166 acute grief support chunk 547", "role": "user" }, { "content": "You may need to adapt them to the...	firstaid_166_acute_grief_support.pdf_chunk_547	firstaid 166 acute grief support chunk 547
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 123 decompression sickness chunk 567", "role": "user" }, { "content": "Anais da Academia Brasileira d...	firstaid_123_decompression_sickness.pdf_chunk_567	firstaid 123 decompression sickness chunk 567
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 125 radiation exposure first aid chunk 271", "role": "user" }, { "content": "If the distance to the h...	firstaid_125_radiation_exposure_first_aid.pdf_chunk_271	firstaid 125 radiation exposure first aid chunk 271
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 177 crowd crush incident response chunk 624", "role": "user" }, { "content": "- E.\n- R., Clark, S., & Ca...	firstaid_177_crowd_crush_incident_response.pdf_chunk_624	firstaid 177 crowd crush incident response chunk 624
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 134 magnet ingestion child chunk 122", "role": "user" }, { "content": "• If calling EMS, remain calm ...	firstaid_134_magnet_ingestion_child.pdf_chunk_122	firstaid 134 magnet ingestion child chunk 122
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 190 severe malaria red flags chunk 380", "role": "user" }, { "content": "1. The same study showed n...	firstaid_190_severe_malaria_red_flags.pdf_chunk_380	firstaid 190 severe malaria red flags chunk 380
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 119 blast injury first aid chunk 312", "role": "user" }, { "content": "on their back or side). • Main...	firstaid_119_blast_injury_first_aid.pdf_chunk_312	firstaid 119 blast injury first aid chunk 312
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 118 disaster tagging patients chunk 538", "role": "user" }, { "content": "- • 64% of the Americas region ...	firstaid_118_disaster_tagging_patients.pdf_chunk_538	firstaid 118 disaster tagging patients chunk 538
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 101 crush syndrome management chunk 232", "role": "user" }, { "content": "Very low-certainty evidence...	firstaid_101_crush_syndrome_management.pdf_chunk_232	firstaid 101 crush syndrome management chunk 232
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 139 neonatal emergency support chunk 516", "role": "user" }, { "content": "374 \| International first ...	firstaid_139_neonatal_emergency_support.pdf_chunk_516	firstaid 139 neonatal emergency support chunk 516
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 174 confined space rescue basics chunk 344", "role": "user" }, { "content": "1. Evidence is of low ...	firstaid_174_confined_space_rescue_basics.pdf_chunk_344	firstaid 174 confined space rescue basics chunk 344
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 171 floodwater exposure illness chunk 446", "role": "user" }, { "content": "Medication options For th...	firstaid_171_floodwater_exposure_illness.pdf_chunk_446	firstaid 171 floodwater exposure illness chunk 446
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 130 hydrocarbon ingestion chunk 146", "role": "user" }, { "content": "1. Self-care Helping responsi...	firstaid_130_hydrocarbon_ingestion.pdf_chunk_146	firstaid 130 hydrocarbon ingestion chunk 146
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 128 cyanide poisoning support chunk 511", "role": "user" }, { "content": "They may also have physical...	firstaid_128_cyanide_poisoning_support.pdf_chunk_511	firstaid 128 cyanide poisoning support chunk 511
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 188 mushroom poisoning field response chunk 321", "role": "user" }, { "content": "1. (See General a...	firstaid_188_mushroom_poisoning_field_response.pdf_chunk_321	firstaid 188 mushroom poisoning field response chunk 321
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 177 crowd crush incident response chunk 57", "role": "user" }, { "content": "Understanding a communit...	firstaid_177_crowd_crush_incident_response.pdf_chunk_57	firstaid 177 crowd crush incident response chunk 57
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 161 dental trauma field care chunk 637", "role": "user" }, { "content": "1. (2015).\n2. Background ...	firstaid_161_dental_trauma_field_care.pdf_chunk_637	firstaid 161 dental trauma field care chunk 637
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 123 decompression sickness chunk 218", "role": "user" }, { "content": "1. • Advocate for dedicated ...	firstaid_123_decompression_sickness.pdf_chunk_218	firstaid 123 decompression sickness chunk 218
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 190 severe malaria red flags chunk 609", "role": "user" }, { "content": "- Burns, 44(3), 512-523.\n- http...	firstaid_190_severe_malaria_red_flags.pdf_chunk_609	firstaid 190 severe malaria red flags chunk 609
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 137 bronchiolitis distress support chunk 421", "role": "user" }, { "content": "- Early recognition If pos...	firstaid_137_bronchiolitis_distress_support.pdf_chunk_421	firstaid 137 bronchiolitis distress support chunk 421
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 119 blast injury first aid chunk 465", "role": "user" }, { "content": "• Ensure babies and young chil...	firstaid_119_blast_injury_first_aid.pdf_chunk_465	firstaid 119 blast injury first aid chunk 465
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 174 confined space rescue basics chunk 178", "role": "user" }, { "content": "- The other physiological en...	firstaid_174_confined_space_rescue_basics.pdf_chunk_178	firstaid 174 confined space rescue basics chunk 178
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 188 mushroom poisoning field response chunk 119", "role": "user" }, { "content": "1. If using a pho...	firstaid_188_mushroom_poisoning_field_response.pdf_chunk_119	firstaid 188 mushroom poisoning field response chunk 119
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 197 needle stick exposure response chunk 291", "role": "user" }, { "content": "• While using running ...	firstaid_197_needle_stick_exposure_response.pdf_chunk_291	firstaid 197 needle stick exposure response chunk 291
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 189 foodborne toxin emergency chunk 55", "role": "user" }, { "content": "• Local organisations should...	firstaid_189_foodborne_toxin_emergency.pdf_chunk_55	firstaid 189 foodborne toxin emergency chunk 55
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Summarize this passage. Topic: firstaid 114 massive hemorrhage march chunk 173", "role": "user" }, { "content": "Compression-only CPR is the ...	firstaid_114_massive_hemorrhage_march.pdf_chunk_173	firstaid 114 massive hemorrhage march chunk 173
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 129 organophosphate exposure chunk 232", "role": "user" }, { "content": "1. Very low-certainty evid...	firstaid_129_organophosphate_exposure.pdf_chunk_232	firstaid 129 organophosphate exposure chunk 232
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 126 hazardous material exposure chunk 323", "role": "user" }, { "content": "- Linked to this paper is a s...	firstaid_126_hazardous_material_exposure.pdf_chunk_323	firstaid 126 hazardous material exposure chunk 323
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 125 radiation exposure first aid chunk 397", "role": "user" }, { "content": "1. A statistically sig...	firstaid_125_radiation_exposure_first_aid.pdf_chunk_397	firstaid 125 radiation exposure first aid chunk 397
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "Extract procedural steps. Topic: firstaid 162 tmj lockjaw emergency chunk 120", "role": "user" }, { "content": "1. Be alert to the fact that ...	firstaid_162_tmj_lockjaw_emergency.pdf_chunk_120	firstaid 162 tmj lockjaw emergency chunk 120
[ { "content": "You are a domain expert assistant.\nAnswer only from provided context.\nBe concise and accurate.", "role": "system" }, { "content": "List key takeaways. Topic: firstaid 171 floodwater exposure illness chunk 59", "role": "user" }, { "content": "- • First aid providers should...	firstaid_171_floodwater_exposure_illness.pdf_chunk_59	firstaid 171 floodwater exposure illness chunk 59

FirstAid-Treatment IT

Dataset Description