Datasets:

birgermoell
/

swedish-health-source-triage

source stringclasses 3 values	source_type stringclasses 3 values	title stringlengths 8 29	body stringlengths 81 97	url stringclasses 3 values
1177.se	patient_guidance	Fever and self care	Advice for patients with fever, fluids, rest, and when to contact healthcare services.	https://www.1177.se/
1177.se	patient_guidance	Sore throat guidance	Patient information about sore throat symptoms, infection signs, and practical home care.	https://www.1177.se/
1177.se	patient_guidance	Child cough advice	Guidance for parents about cough, breathing symptoms, and when children need medical assessment.	https://www.1177.se/
1177.se	patient_guidance	Back pain information	Common causes of back pain, movement advice, and warning signs that require care.	https://www.1177.se/
1177.se	patient_guidance	Stomach pain	Patient-facing information about stomach pain, hydration, food, and urgent symptoms.	https://www.1177.se/
1177.se	patient_guidance	Migraine self care	Accessible guidance about migraine attacks, triggers, pain relief, and care contacts.	https://www.1177.se/
1177.se	patient_guidance	Tick bite	Advice after a tick bite, skin changes, infection symptoms, and when to seek healthcare.	https://www.1177.se/
1177.se	patient_guidance	Sleep difficulties	Patient information about sleep routines, stress, and when sleep problems need support.	https://www.1177.se/
1177.se	patient_guidance	Allergy symptoms	Guidance about pollen allergy, eye symptoms, nasal congestion, and available treatments.	https://www.1177.se/
1177.se	patient_guidance	Ear pain	Information for patients about ear pain, fever, hearing changes, and care recommendations.	https://www.1177.se/
1177.se	patient_guidance	Vaccination visit	Practical information for patients preparing for vaccination and possible mild reactions.	https://www.1177.se/
1177.se	patient_guidance	Wound care	Advice about cleaning small wounds, infection signs, dressings, and follow-up care.	https://www.1177.se/
socialstyrelsen.se	authority_guidance	National guideline process	The authority describes how national guidelines are produced, reviewed, and prioritized.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Healthcare quality indicators	Statistics and indicators are used to compare quality, access, and outcomes in healthcare.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Public health reporting	Official reporting summarizes trends, regional differences, and long-term care needs.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Professional recommendations	Recommendations support decision makers and professionals planning health and social care.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Patient safety statistics	Aggregated statistics describe patient safety events, reporting routines, and improvement work.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Social care analysis	The authority publishes analyses of elderly care, disability support, and municipal services.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Rare disease knowledge	Knowledge material describes rare conditions for professionals and public organizations.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Preparedness planning	Guidance supports healthcare preparedness, continuity planning, and national coordination.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Cancer care indicators	National indicators measure waiting times, treatment outcomes, and regional care patterns.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Workforce statistics	Statistics track licensed healthcare staff, regional distribution, and future competence needs.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Dental care report	Official analysis covers dental care access, costs, patient groups, and preventive work.	https://www.socialstyrelsen.se/
socialstyrelsen.se	authority_guidance	Mental health services	Reports describe service availability, care pathways, and national follow-up for mental health.	https://www.socialstyrelsen.se/
lakemedelsverket.se	medicine_regulation	Medicine safety update	Regulatory information about medicine safety, reported adverse reactions, and product monitoring.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Package leaflet changes	The agency announces updates to medicine information, warnings, and patient leaflets.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Clinical trial application	Guidance for sponsors submitting clinical trial applications and safety documentation.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Medical device supervision	Information about regulation, supervision, incident reporting, and market control of devices.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Antibiotic availability	Updates about medicine availability, supply shortages, and alternatives for prescribers.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Vaccine approval	Regulatory review of vaccine quality, efficacy, safety data, and continued monitoring.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Pharmacy rules	Guidance explains pharmacy responsibilities, dispensing rules, and medicine handling.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Cosmetic product control	The authority supervises cosmetic products, ingredient restrictions, and market compliance.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Veterinary medicines	Information about veterinary medicine approvals, safety monitoring, and responsible use.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Product recall notice	A recall notice describes affected batches, safety reasons, and actions for distributors.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Side effect reporting	Instructions explain how patients and professionals can report suspected adverse reactions.	https://www.lakemedelsverket.se/
lakemedelsverket.se	medicine_regulation	Medicine advertising	Rules define acceptable medicine advertising, information balance, and regulatory oversight.	https://www.lakemedelsverket.se/

Swedish Health Source Triage

This is a small custom text-classification dataset for an Information Retrieval assignment about embeddings. The task is to classify short health-information texts by the public source family they resemble:

1177.se: patient-facing healthcare guidance
socialstyrelsen.se: national authority reports, guidelines, and statistics
lakemedelsverket.se: medicine and medical-product regulation

Intended use

The dataset is intentionally compact and readable. It is useful for teaching:

source classification
collection routing
embedding-based baselines
train/test evaluation
model cards and demo Spaces

It is not a medical system and must not be used for health advice.

Data creation

The examples were manually written as domain-shaped teaching data. They do not copy official texts. The labels and source families are based on public-facing roles of the three Swedish health-information sources.

The design follows the assignment idea of creating a custom dataset from a specific domain, similar in spirit to synthetic or manually curated datasets used for privacy-preserving NLP prototyping.

Columns

source: class label
source_type: human-readable source family
title: short document title
body: short document body
url: representative source homepage

Splits

The repository ships a single JSONL file. Training scripts create a stratified train/test split with a fixed random seed. When uploaded to Hugging Face, the file can be used as the train split or manually split into train and test files.

Limitations

This is a teaching dataset, not a benchmark. Strong scores on this data only show that the methods learn the constructed source signal. A serious deployment would require larger samples, real source documents, deduplication, topic balancing, Swedish-language text, and external validation.

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Models trained or fine-tuned on birgermoell/swedish-health-source-triage

birgermoell/saga-swedish-health-linear-probe

Text Classification • Updated Apr 20