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    "description": "<p>This notebook series implements the Dew-Point Anchor Hypothesis (DPAH) using a Markovian state-space approach. Conventional climate models rely on top-down radiative forcing with surface temperature as the primary diagnostic. In contrast, DPAH treats the dew-point lifting condensation level (LCL) as an independent physical anchor. From this boundary, the tropospheric column is integrated downward using hydrostatic equilibrium and adiabatic processes.</p>\n<p>Run401 establishes a clean, modular, vectorized Python skeleton (DPAHMarkovModel class) with:</p>\n<ul>\n<li>Full column physics (moist-adiabat upward + limited dry-adiabatic descent) pre-computed for every state.</li>\n<li>Explicit dewpoint (D) dimension controlling LCL height and surface T.</li>\n<li>Regime-specific scoring (Ascent/ITCZ vs Descent/subtropical high).</li>\n<li>Tunable film_suppression parameter to test ocean-surface evaporation throttling (Isakov hypothesis).</li>\n<li>Automatic marginal histograms + PNG export.</li>\n</ul>\n<p>The stationary distribution converges rapidly to a physically realistic warm-moist attractor in the tropical ascent regime and a stable subtropical descent regime. Film suppression (0&ndash;10 %) has minimal impact on stationary temperature, demonstrating the strong negative feedback of the dew-point thermostat.</p>\n<p><strong>Key Results &ndash; Run401 v6 (film-suppression sweep)</strong></p>\n<div>\n<div>\n<div>\n<table>\n\n<tbody><tr>\n<th>Regime</th>\n<th>Film Suppression</th>\n<th>Peak T (K)</th>\n<th>Mean Stationary T (K)</th>\n<th>Notes</th>\n</tr>\n\n</tbody><tbody>\n<tr>\n<td>Ascent</td>\n<td>0.0</td>\n<td>297.5</td>\n<td><strong>299.38</strong></td>\n<td>Sharp warm-moist ITCZ peak; P &asymp; 1010 hPa, D &asymp; 295 K, ELR &asymp; 6&ndash;7 K/km</td>\n</tr>\n<tr>\n<td>Ascent</td>\n<td>0.05</td>\n<td>300.0</td>\n<td>300.91</td>\n<td>Thermostat remains robust</td>\n</tr>\n<tr>\n<td>Ascent</td>\n<td>0.10</td>\n<td>300.0</td>\n<td>300.91</td>\n<td>Strong dew-point stabilisation confirmed</td>\n</tr>\n<tr>\n<td>Descent</td>\n<td>0.0</td>\n<td>305.0</td>\n<td>302.41</td>\n<td>Realistic subtropical high-pressure regime</td>\n</tr>\n<tr>\n<td>Descent</td>\n<td>0.05</td>\n<td>305.0</td>\n<td>303.47</td>\n<td>Stable</td>\n</tr>\n<tr>\n<td>Descent</td>\n<td>0.10</td>\n<td>305.0</td>\n<td>303.47</td>\n<td>Stable</td>\n</tr>\n</tbody>\n</table>\n</div>\n</div>\n<div>\n<div>&nbsp;</div>\n</div>\n<div>&nbsp;</div>\n</div>\n<p><strong>Pure physics diagnostic</strong>: Mean preferred_T &asymp; 302.93 K (Ascent, film=0) &ndash; the Markov chain now faithfully follows the DPAH column integrator.</p>\n<p><strong>Zenodo Deposit Notes</strong></p>\n<ul>\n<li>This marks the completion of the Run401 baseline.</li>\n<li>All prior runs (v1&ndash;v5) are archived in the Excel log for provenance.</li>\n<li>Next iteration (Run402) will focus on explicit dry-subsidence refinement in the Descent leg.</li>\n</ul>",
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    "title": "DPAH Markovian Matrix: Dew-Point Anchor Hypothesis \u2013 Run401 Modular Skeleton and Stable Tropical Attractor (30 April 2026)"
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            "curation_policy": "<h3>Mission Statement</h3>\n<p dir=\"auto\"><strong>Dew-Point Anchor Hypothesis (DPAH) Community</strong></p>\n<p dir=\"auto\">The Dew-Point Anchor Hypothesis rests on a fundamental reversal of the conventional modelling hierarchy in climate and planetary science.</p>\n<p dir=\"auto\">The prevailing radiative paradigm begins with a <strong>vacuum surface as the a priori</strong> &mdash; a hypothetical airless body whose effective temperature (Teff) is calculated from absorbed solar radiation alone. An atmosphere is then added as a secondary modifying layer. This vacuum-first approach defines the logical structure, independent variables, and direction of reasoning used in mainstream models.</p>\n<p dir=\"auto\">In direct contrast, the Dew-Point Anchor Hypothesis begins with the <strong>atmosphere itself as the a priori reality</strong> &mdash; a physically complete, massive, and thermodynamically active system that exists from the outset. Within this atmosphere-first framework, the primary boundary condition is the observable phase-equilibrium altitude where a condensable volatile reaches saturation: the Lifting Condensation Level (LCL) for water vapour on Earth, or its frost-point or cloud-base equivalent on other planets. This anchor height (not the dew-point temperature itself)&nbsp; is fixed by Clausius&ndash;Clapeyron physics and is directly measurable.</p>\n<p dir=\"auto\">From this LCL thermodynamic anchor, surface temperature, surface pressure, and the vertical thermal profile emerge as&nbsp;<strong>dependent variables</strong>, determined <strong>downward</strong> via the adiabatic lapse rate under hydrostatic equilibrium. Radiative processes operate <em>within</em> this anchored structure rather than defining the baseline itself.</p>\n<p dir=\"auto\">By treating the atmosphere as the foundational reality rather than an add-on to a fictional vacuum state, DPAH eliminates the circular reasoning inherent in Teff-based models and restores physical primacy to thermodynamics, mass, composition, and phase behaviour.</p>\n<p dir=\"auto\"><strong>This foundational distinction &mdash; atmosphere-first versus vacuum-surface-first &mdash; is the central commitment of the DPAH community.</strong></p>\n<p dir=\"auto\">Our mission is to develop, test, and refine this inverse, observation-driven modelling framework through open, transparent, and citable research. We welcome contributions that explore the implications of this conceptual shift for Earth&rsquo;s climate, planetary atmospheres, and geoscientific modelling.</p>\n<p dir=\"auto\">All records in this community are versioned, openly accessible under CC BY 4.0, and permanently archived on Zenodo.</p>",
            "description": "Dew-Point Anchor Hypothesis community explores the Lifting Condensation Level as the primary thermodynamic boundary in tropospheric modelling: Surface temperature and pressure are codependent variables anchored by Clausius\u2013Clapeyron phase equilibrium",
            "page": "<p dir=\"auto\">This community is dedicated to the <strong>Dew-Point Anchor Hypothesis (DPAH)</strong> and its natural extension, the <strong>Frost-Point Anchor Hypothesis (FPAH)</strong> &mdash; a unified, complementary framework for understanding planetary atmospheres.</p>\n<p dir=\"auto\">The central idea is that, in any atmosphere with a condensable volatile, the altitude of the Lifting Condensation Level (LCL) &mdash; or its equivalent <strong>frost-point / sublimation level</strong> on other planets &mdash; acts as the primary, observable thermodynamic anchor. Once fixed by fundamental physics (vapor-pressure equilibrium), this level determines the vertical thermal structure. Surface temperature and surface pressure then emerge as dependent variables governed by the adiabatic lapse rate and hydrostatic equilibrium under top-of-atmosphere energy balance (Atmospheric Thermal Effect &mdash; ATE).</p>\n<p dir=\"auto\"><strong>Key Extensions and Applications</strong>:</p>\n<ul>\n<li><strong>DPAH</strong>: Applies to liquid-phase systems (e.g., H\u2082O dew or H\u2082SO\u2084 clouds on Venus and Earth; liquid methane precipitation on Titan).</li>\n<li><strong>FPAH</strong>: Applies to ice/frost/sublimation processes, including Earth cirrus clouds, CO\u2082 dry ice on Mars, N\u2082 frost on Pluto, and hydrocarbon frosts at higher altitudes on Titan.</li>\n</ul>\n<p dir=\"auto\"><strong>Titan as a Hybrid Case</strong>: Titan&rsquo;s methane cycle provides a compelling hybrid example. Methane precipitation occurs primarily in the <strong>liquid phase</strong> near the surface (DPAH-style), forming rivers, lakes, and seas of liquid hydrocarbons. At higher, colder altitudes or in polar winter conditions, frost/sublimation processes (FPAH) become relevant for methane and other hydrocarbons. This makes Titan an excellent testbed for the broader <strong>Phase-Change Anchor Framework</strong>.</p>\n<p dir=\"auto\">Together, DPAH and FPAH form a coherent framework that spans warm and cold environments across the solar system &mdash; from Earth thunderstorms and cirrus clouds to Venus, Mars, Titan, and Pluto.</p>\n<p dir=\"auto\">The community welcomes deposits of papers, technical notes, datasets, model outputs (including Python toolbox scripts), and discussion materials related to this hypothesis. It aims to foster open, evidence-based scientific debate across geoscience, atmospheric physics, climate modelling, and planetary science.</p>\n<p dir=\"auto\">All contributions are welcome, provided they are civil, properly referenced, and advance understanding of the role of condensation and phase-change physics in atmospheric structure.</p>",
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