{"id":50105222,"url":"https://github.com/edithatogo/gtpcnz","last_synced_at":"2026-05-23T10:05:03.427Z","repository":{"id":357271698,"uuid":"1235988125","full_name":"edithatogo/gtpcnz","owner":"edithatogo","description":"Primary care funding architecture model, Quarto site, and Streamlit dashboard for Aotearoa New Zealand and Australia","archived":false,"fork":false,"pushed_at":"2026-05-12T03:58:24.000Z","size":468,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-12T05:29:50.092Z","etag":null,"topics":["aotearoa","github-pages","health-policy","new-zealand","policy-model","primary-care","quarto","streamlit"],"latest_commit_sha":null,"homepage":"https://edithatogo.github.io/gtpcnz/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/edithatogo.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-11T21:04:22.000Z","updated_at":"2026-05-12T03:50:44.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/edithatogo/gtpcnz","commit_stats":null,"previous_names":["edithatogo/gtpcnz"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/edithatogo/gtpcnz","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edithatogo%2Fgtpcnz","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edithatogo%2Fgtpcnz/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edithatogo%2Fgtpcnz/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edithatogo%2Fgtpcnz/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/edithatogo","download_url":"https://codeload.github.com/edithatogo/gtpcnz/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edithatogo%2Fgtpcnz/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33390972,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-23T04:15:53.637Z","status":"ssl_error","status_checked_at":"2026-05-23T04:15:53.242Z","response_time":53,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["aotearoa","github-pages","health-policy","new-zealand","policy-model","primary-care","quarto","streamlit"],"created_at":"2026-05-23T10:05:02.776Z","updated_at":"2026-05-23T10:05:03.421Z","avatar_url":"https://github.com/edithatogo.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# GTPCNZ\n\n[![CI](https://github.com/edithatogo/gtpcnz/actions/workflows/ci.yml/badge.svg)](https://github.com/edithatogo/gtpcnz/actions/workflows/ci.yml)\n[![Quarto Pages](https://github.com/edithatogo/gtpcnz/actions/workflows/pages.yml/badge.svg)](https://github.com/edithatogo/gtpcnz/actions/workflows/pages.yml)\n\nGTPCNZ is a public policy-research package about primary care funding in Aotearoa New Zealand, with comparative material for Australia.\n\nWebsite: https://edithatogo.github.io/gtpcnz/\n\n## What this is\n\n- A source-informed model scaffold for exploring primary care funding architecture.\n- A Quarto website and reproducible report.\n- A Streamlit dashboard for interactive explanation of scenario logic.\n- A public audit trail of assumptions, caveats, and launch materials.\n\n## What this is not\n\n- It is not an endorsed policy position.\n- It is not a real-data calibrated forecasting model.\n- It should not be used to claim precise fiscal savings, hospital-demand reductions, workforce effects, or implementation impacts.\n\n## Current thesis\n\nThe thesis is specific: keep capitation for continuity, enrolment, baseline viability, and population responsibility. Add an uncapped, scheduled, rules-based fee-for-service stream for eligible primary medical activity, controlled through item rules, provider scope, clinical governance, documentation, audit, co-payment protections, and place-based accountability.\n\nShort version:\n\n\u003e Uncapped does not mean uncontrolled.\n\n## Public pages\n\n- Quarto website: https://edithatogo.github.io/gtpcnz/\n- Interactive explainer (Streamlit): https://gtpcnz.streamlit.app/\n- Quarto source report: `reports/primary_care_architecture.qmd`\n- Streamlit dashboard entrypoint: `streamlit_app.py`\n- Dashboard implementation: `models/primarycare_model/app.py`\n- Model card: `docs/calibration/model-card-v1.7.2.md`\n- Claim boundaries: `docs/launch/claim-boundaries-v1.7.2.md`\n- Evidence tracker: `docs/public-site/evidence-tracker-public-v1.8.1.md`\n- Calibration readiness: `docs/public-site/calibration-readiness-page-v1.8.1.md`\n\n## Run locally\n\nInstall dependencies:\n\n```bash\npip install -r requirements.txt\n```\n\nRun tests:\n\n```bash\npytest -q\n```\n\nRender the Quarto website:\n\n```bash\nquarto render --to html\n```\n\nRun the Streamlit dashboard:\n\n```bash\nstreamlit run streamlit_app.py\n```\n\n## Deploy\n\nGitHub Pages is deployed from `.github/workflows/pages.yml`.\n\nStreamlit Community Cloud can deploy this app with:\n\n- Repository: `edithatogo/gtpcnz`\n- Branch: `main`\n- Entrypoint: `streamlit_app.py`\n\n## License and citation\n\nSee `LICENSE` for the mixed code/content licensing terms and `CITATION.cff` for citation metadata.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedithatogo%2Fgtpcnz","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fedithatogo%2Fgtpcnz","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedithatogo%2Fgtpcnz/lists"}