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<!DOCTYPE html>
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<title>Vibe Rounds Cognitive Analytics Series — Article Index</title>
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</head>
<body>
<div class="article-container">
<header>
<h1>Article Index: From First Principles to a Framework You'll Actually Use</h1>
<p class="subtitle">Vibe Rounds Cognitive Analytics Series</p>
<p>Author - Dr. Avinash Kumar Gupta</p>
<a href="https://avi33tbtt.github.io/#quick-tutorial" target="_blank" rel="noopener noreferrer" class="cta-header-btn">Get started →</a>
<nav class="series-nav">
<a href="article.html" class="active">Index</a>
<a href="modern_clinical_reasoning.html">Part 1 · Modern Clinical Reasoning</a>
<a href="ground_truth_layers.html">Part 2 · Ground-Truth Layers</a>
<a href="Case_Complexity.html">Part 3 · Case Complexity</a>
<a href="using_the_stack.html">Part 4 · Using the Stack</a>
<a href="journey.html">Part 5 · The Build Itself</a>
</nav>
</header>
<div class="disclaimer">
<strong>About this series:</strong> Five pieces, read in order, tracing the same idea — Promption and Provocation as cognitive modes for studying clinical cases — from a first working demonstration, through progressively heavier ground-truth tooling, to a deliberate step back toward something small enough to use every week, and finally a reflective account of how the underlying system was actually built.
</div>
<p class="thesis">Tooling, complexity, and claimed accuracy rise through Parts 1–3, then the series deliberately turns back toward usability in Part 4 — because a framework only teaches you something if you actually open it. Part 5 steps outside the argument entirely to show how it was built.</p>
<section class="index-entry">
<div class="index-kicker">Part 1 · Foundation</div>
<div class="pill-row">
<span class="pill">2 cognitive modes</span>
<span class="pill">1 worked case</span>
<span class="pill">no ground-truth layer yet</span>
</div>
<h2><a href="modern_clinical_reasoning.html" style="color:inherit;text-decoration:none;">Modern Clinical Reasoning & Socratic AI</a></h2>
<p>Introduces the dual-mode architecture — <strong>Promption</strong> (scaffolding messy narrative into structure) and <strong>Provocation</strong> (stress-testing the resulting hypothesis) — and walks a single DKA/pneumonia case through both modes end to end, surfacing an HbA1c discrepancy a single-pass answer would likely have missed.</p>
<div class="gauge">
<div class="gauge-row"><span class="gauge-label">Tooling</span><div class="gauge-bar"><div class="gauge-fill" style="width:22%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Complexity</span><div class="gauge-bar"><div class="gauge-fill" style="width:20%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Ground truth</span><div class="gauge-bar"><div class="gauge-fill" style="width:5%"></div></div></div>
</div>
<a class="read-link" href="modern_clinical_reasoning.html">Read Part 1 →</a>
</section>
<section class="index-entry">
<div class="index-kicker">Part 2 · Anchoring to ground truth</div>
<div class="pill-row">
<span class="pill">knowledge graph</span>
<span class="pill">institutional pathway</span>
<span class="pill">appraised evidence</span>
</div>
<h2><a href="ground_truth_layers.html" style="color:inherit;text-decoration:none;">Fact Graphs, Pathways & Appraised Evidence</a></h2>
<p>Adds three structured layers on top of Part 1's cognitive modes — a chronic kidney disease knowledge graph, an acute pancreatitis institutional pathway, and appraised evidence — and examines what each one fixes, what new risk each one introduces, and why disagreement between layers is a signal worth surfacing rather than smoothing over.</p>
<div class="gauge">
<div class="gauge-row"><span class="gauge-label">Tooling</span><div class="gauge-bar"><div class="gauge-fill" style="width:55%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Complexity</span><div class="gauge-bar"><div class="gauge-fill" style="width:58%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Ground truth</span><div class="gauge-bar"><div class="gauge-fill" style="width:65%"></div></div></div>
</div>
<a class="read-link" href="ground_truth_layers.html">Read Part 2 →</a>
</section>
<section class="index-entry">
<div class="index-kicker">Part 3 · Weighting and validation</div>
<div class="pill-row">
<span class="pill">rarity-tiered weighting</span>
<span class="pill">EBM task axis</span>
<span class="pill">proposed empirical study</span>
</div>
<h2><a href="Case_Complexity.html" style="color:inherit;text-decoration:none;">Weighting Ground-Truth Layers by Case Complexity</a></h2>
<p>Asks which layer deserves the most weight, for which case: a three-tier rarity framework crossed against an EBM task-complexity axis, a verification burden that rises with both, and an honest accounting of what remains a proof of concept versus what would need a matched case series to validate — plus a category of uncertainty, input curation, that no layer can ever reach.</p>
<div class="gauge">
<div class="gauge-row"><span class="gauge-label">Tooling</span><div class="gauge-bar"><div class="gauge-fill" style="width:88%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Complexity</span><div class="gauge-bar"><div class="gauge-fill" style="width:92%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Ground truth</span><div class="gauge-bar"><div class="gauge-fill" style="width:85%"></div></div></div>
</div>
<a class="read-link" href="Case_Complexity.html">Read Part 3 →</a>
</section>
<section class="index-entry mellow">
<div class="index-kicker">Part 4 · Turning back toward usability</div>
<div class="pill-row">
<span class="pill">10-minute self-audit loop</span>
<span class="pill">habits over tooling</span>
<span class="pill">deliberately smaller</span>
</div>
<h2><a href="using_the_stack.html" style="color:inherit;text-decoration:none;">Using the Stack: A Practical Guide to Auditing Your Own Reasoning</a></h2>
<p>Rather than adding a fourth ground-truth layer, this piece asks what the smallest usable version of the whole stack looks like — a ten-minute weekly loop, a one-line ledger instead of a formal study, and a simple gut-check for when it's actually worth reaching for the graph, the pathway, or the evidence layer described in Parts 2 and 3.</p>
<div class="gauge">
<div class="gauge-row"><span class="gauge-label">Tooling</span><div class="gauge-bar"><div class="gauge-fill" style="width:15%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Complexity</span><div class="gauge-bar"><div class="gauge-fill" style="width:12%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Usability focus</span><div class="gauge-bar"><div class="gauge-fill" style="width:95%"></div></div></div>
</div>
<a class="read-link" href="using_the_stack.html">Read Part 4 →</a>
</section>
<section class="index-entry mellow">
<div class="index-kicker">Part 5 · The build itself, as case study</div>
<div class="pill-row">
<span class="pill">reflective account</span>
<span class="pill">the detour that didn't land</span>
<span class="pill">not another layer</span>
</div>
<h2><a href="journey.html" style="color:inherit;text-decoration:none;">The Build Itself as Case Study</a></h2>
<p>A different kind of part. Parts 1–4 argued a framework; this one is the process that produced it — one Socratic prompt, a pedagogical layer built from four meta-skills, a widening module library, a knowledge-graph detour that didn't clearly outperform the simpler approach, and the editing discipline that turned the write-up itself into something worth keeping.</p>
<div class="gauge">
<div class="gauge-row"><span class="gauge-label">Tooling</span><div class="gauge-bar"><div class="gauge-fill" style="width:10%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Complexity</span><div class="gauge-bar"><div class="gauge-fill" style="width:8%"></div></div></div>
<div class="gauge-row"><span class="gauge-label">Reflective focus</span><div class="gauge-bar"><div class="gauge-fill" style="width:98%"></div></div></div>
</div>
<a class="read-link" href="journey.html">Read Part 5 →</a>
</section>
<section class="index-entry mellow" id="cite">
<div class="index-kicker">How to Cite</div>
<h2 style="margin-top:0;">Citing this series</h2>
<p style="margin-bottom:10px;">Gupta, A. K. (2026). <em>Article Index: From First Principles to a Framework You'll Actually Use — Vibe Rounds Cognitive Analytics Series</em>. Vibe Rounds. <a href="https://avi33tbtt.github.io/article.html">https://avi33tbtt.github.io/article.html</a></p>
</section>
<footer>
<span>Vibe Rounds CCOS Framework · For Educational and Clinical Reasoning Practice Only — not a clinical decision tool.</span>
<div class="footer-links">
<a href="modern_clinical_reasoning.html">Part 1</a>
<a href="ground_truth_layers.html">Part 2</a>
<a href="Case_Complexity.html">Part 3</a>
<a href="using_the_stack.html">Part 4</a>
<a href="journey.html">Part 5</a>
</div>
</footer>
</div>
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</html>