GTPCNZ
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  • Evidence tracker
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  • Dashboard contract
  • Post crosswalk
  • Repository guide

On this page

  • Visual reading map
  • First six launch posts
  • Game-theory extension
  • Public surfaces

GTPCNZ

Visual reading map for the public report, dashboard and launch posts

Public reading map

GTPCNZ visual gallery

GTPCNZ is the public reporting layer for a source-informed model scaffold about primary care funding in Aotearoa New Zealand. Use this page as the first screen: choose the report, the dashboard, or the specific launch post that answers your question.

This is a source-informed parameterised scaffold and educational explainer. It is not a real-data calibrated forecast and should not be used to claim precise fiscal savings, hospital-demand reductions, workforce effects, or implementation impacts.
<a class="btn btn-primary btn-lg" href="reports/primary_care_architecture.qmd">Read the public report</a>
<a class="btn btn-outline-primary btn-lg" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Open the dashboard</a>
<a class="btn btn-outline-secondary btn-lg" href="docs/REPORTS-AND-DASHBOARD.md">Read the dashboard guide</a>
<span class="gtpcnz-pill">Conceptual</span>
<span class="gtpcnz-pill">Toy</span>
<span class="gtpcnz-pill">Model-generated index</span>
<span class="gtpcnz-pill">Evidence readiness</span>
<span class="gtpcnz-pill">Calibration readiness</span>

Visual reading map

<span class="gtpcnz-status">Conceptual</span>
<h3>Argument map and thesis</h3>
<p>Read the executive summary, controls stack and claim boundary first.</p>
<p class="gtpcnz-meta">Quarto: public report overview and thesis sections.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Conceptual</span>
<h3>Current reform pathway</h3>
<p>Compare the F0/current reform comparator with the proposed pathway.</p>
<p class="gtpcnz-meta">Quarto: current reform comparator section.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Model-generated index</span>
<h3>Scenario rank chart</h3>
<p>Use the model-generated scenario order as an index, not a forecast.</p>
<p class="gtpcnz-meta">Quarto: scenario interpretation and results sections.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Evidence readiness</span>
<h3>Evidence tracker</h3>
<p>See what is sufficiently sourced, what still needs checking, and what remains provisional.</p>
<p class="gtpcnz-meta">Public evidence tracker and supporting audit trail.</p>
<a class="btn btn-sm btn-primary" href="docs/public-site/evidence-tracker-public-v1.8.1.md">Open tracker</a>
<a class="btn btn-sm btn-outline-primary" href="reports/primary_care_architecture.qmd">Report</a>
<span class="gtpcnz-status">Calibration readiness</span>
<h3>Calibration readiness</h3>
<p>Check what is ready for tighter modelling and what remains a source-informed scaffold.</p>
<p class="gtpcnz-meta">Public calibration readiness page and model card.</p>
<a class="btn btn-sm btn-primary" href="docs/public-site/calibration-readiness-page-v1.8.1.md">Open page</a>
<a class="btn btn-sm btn-outline-primary" href="docs/calibration/model-card-v1.7.2.md">Model card</a>

First six launch posts

<span class="gtpcnz-status">Model-generated index</span>
<h3>01. Are we buying hospital growth by rationing cheaper care upstream?</h3>
<p>Quarto: executive summary; hospital spillover pathway; scenario interpretation.</p>
<p class="gtpcnz-meta">Streamlit: Start here; Current state; Reference scenarios.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Toy</span>
<h3>02. Fee-for-service, capitation and blended funding</h3>
<p>Quarto: funding model explainer; formula appendix.</p>
<p class="gtpcnz-meta">Streamlit: Funding models module; toy explainer.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Toy</span>
<h3>03. Marginal supply</h3>
<p>Quarto: microeconomics section.</p>
<p class="gtpcnz-meta">Streamlit: Microeconomics lab.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Toy</span>
<h3>04. Why formulas do not solve games</h3>
<p>Quarto: game theory section; controls section.</p>
<p class="gtpcnz-meta">Streamlit: Game theory lab.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Conceptual</span>
<h3>05. Current reform pathway</h3>
<p>Quarto: current reform comparator section.</p>
<p class="gtpcnz-meta">Streamlit: Current state; reference scenarios.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>
<span class="gtpcnz-status">Toy</span>
<h3>06. What I mean by uncapping primary care funding</h3>
<p>Quarto: controlled scheduled payment section.</p>
<p class="gtpcnz-meta">Streamlit: Toy explainer; microeconomics lab.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>

Game-theory extension

<span class="gtpcnz-status">Toy</span>
<h3>Later game-theory modules</h3>
<p>
  Game-theory appendices and long-form posts need public companion modules. The public surfaces treat them as toy teaching simulations, not estimates.
</p>
<p class="gtpcnz-meta">
  Themes: hospital salience and allocation game; capitation marginal-supply game; PHO function, friction and cherry-picking;
  ACC, ambulance and urgent care; co-payments and equity; the 19 games map; hybrid game; game-informed MCDA.
</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Report</a>
<a class="btn btn-sm btn-outline-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Dashboard</a>

Public surfaces

<span class="gtpcnz-status">Conceptual</span>
<h3>Public report</h3>
<p>The main Quarto report explains the model scaffold, caveat and reading path.</p>
<a class="btn btn-sm btn-primary" href="reports/primary_care_architecture.qmd">Open report</a>
<span class="gtpcnz-status">Toy</span>
<h3>Streamlit dashboard</h3>
<p>The interactive explainer and scenario dashboard live at the public URL.</p>
<a class="btn btn-sm btn-primary" href="https://gtpcnz.streamlit.app/" target="_blank" rel="noopener">Open dashboard</a>
<span class="gtpcnz-status">Evidence readiness</span>
<h3>Model card and tracker</h3>
<p>Use these to check what is supported by the current source base.</p>
<a class="btn btn-sm btn-primary" href="docs/calibration/model-card-v1.7.2.md">Model card</a>
<a class="btn btn-sm btn-outline-primary" href="docs/public-site/evidence-tracker-public-v1.8.1.md">Evidence tracker</a>
<span class="gtpcnz-status">Calibration readiness</span>
<h3>Calibration readiness page</h3>
<p>Use this to separate mature model pieces from early scaffold work.</p>
<a class="btn btn-sm btn-primary" href="docs/public-site/calibration-readiness-page-v1.8.1.md">Open page</a>

Uncapped does not mean uncontrolled; it means scheduled, rules-based, audited, clinically governed and place-accountable.

GTPCNZ

 

Source-informed scaffold; not a real-data calibrated forecast