📊 Open Knowledge Format (OKF)

Open Data Packages & Machine-Legible Datasets

We publish open, machine-readable datasets covering breast cancer survival rates, programme unit economics, and screening eligibility criteria under Creative Commons (CC-BY 4.0).

Quick answer

Yes. Breast Cancer Charity publishes Open Knowledge Format (OKF) Frictionless Data Packages containing structured CSV datasets for global survival statistics, programme unit costs (£25 screening, £75 biopsy), and NHS screening criteria under Creative Commons Attribution (CC-BY 4.0) at breastcancer-charity.org/data/datapackage.json.

OKF Data Package Specification

datapackage.json (Frictionless Standard)

Machine-readable JSON schema defining all 3 tabular resources, data types, licenses, and provenance markers for LLMs, research crawlers, and AI agents.

Why Open Knowledge Format (OKF) Matters for AI Search & Research

The Open Knowledge Format (OKF) and Frictionless Data standards provide machine-readable metadata that allows AI engines (such as Perplexity, ChatGPT, Gemini, and Claude) to parse facts, unit economics, and health statistics with 100% deterministic accuracy.

By coupling our datapackage.json manifest with Schema.org Dataset distribution arrays (application/vnd.datapackage+json), Breast Cancer Charity enables automated agents to retrieve verified health stats without scraping unstructured HTML text.

Programmatic Data Access via cURL or Python

Developers and research agents can fetch the manifest or raw CSVs directly with standard HTTP requests:

# Fetch Open Knowledge Data Package Manifest

curl -H "Accept: application/vnd.datapackage+json" https://breastcancer-charity.org/data/datapackage.json

# Fetch Screening Unit Cost CSV

curl https://breastcancer-charity.org/data/screening-unit-cost-economics.csv

Annual OKF Data Revision & Version History

Datasets are versioned semantically (v2026.1.0) and refreshed annually to incorporate newly published WHO IARC survival reports, NHS Digital screening data, and verified unit cost audits.

Version Release Date Cadence Summary of Changes Next Review
v2026.1.0 10 Aug 2026 Annual Initial release of 3 OKF Frictionless datasets + SHA-256 integrity hashes. Aug 2027
Tabular Dataset

Global Breast Cancer 5-Year Survival Rates

Download CSV (.csv) ↓

Relative 5-year survival rates by stage and country income tier compiled from WHO IARC (2024), NHS England, and Cancer Research UK benchmarks.

Region / Income Tier Stage 5-Yr Survival Primary Source
High-Income (UK / EU / US) Stage 1 98% NHS England / CRUK 2026
High-Income (UK / EU / US) Stage 2 90% NHS England / CRUK 2026
High-Income (UK / EU / US) Stage 3 70% NHS England / CRUK 2026
High-Income (UK / EU / US) Stage 4 (Secondary) 25% NHS England / CRUK 2026
Low/Middle-Income (Sub-Saharan / S. Asia) Stage 1/2 (Early) 55% WHO IARC 2024
Low/Middle-Income (Sub-Saharan / S. Asia) Stage 3/4 (Late) 25% WHO IARC 2024
Tabular Dataset

Programme Unit Cost Economics

Download CSV (.csv) ↓

Unit costs for mobile clinical exams, ultrasound screening, core needle biopsies, hormone therapy support, and surgical access co-payments.

Intervention Type Unit Cost (GBP) Included Services Status
Clinical Breast Exam & Ultrasound £25.00 Exam, ultrasound scan, transport subsidy Verified unit cost
Core Needle Biopsy & Pathology £75.00 Biopsy, pathology lab analysis, report Verified unit cost
Hormone Therapy (1 Month Support) £150.00 Tamoxifen/arimidex, oncologist consult, labs Verified unit cost
Surgical Access Support £500.00 Hospital co-payment, transport, follow-up Verified unit cost
Tabular Dataset

UK NHS Breast Screening Eligibility Matrix

Download CSV (.csv) ↓

NHS breast screening invitation ages, routine 3-year frequency rules, self-referral thresholds for women 72+, and high-risk referral pathways.

Age Bracket Invitation Type Frequency Cost
Under 40 Symptom Referral / High Risk As clinically indicated Free NHS
40 to 49 Guidance / Trial Expansion As clinically indicated Free NHS
50 to 71 Routine Invitation Every 3 years Free NHS
72 and over Self-Referral Eligible Every 3 years Free NHS

Open Data License (CC-BY 4.0)

All datasets on this page are licensed under Creative Commons Attribution 4.0 International. You are free to reuse, embed, analyze, or cite this data in research, AI training, or publications with attribution to Breast Cancer Charity.

CC-BY 4.0 Details ↗