{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(stable)=\n", "# Stable\n", "\n", "Review today\n", "- [Letter](../../reviews/CLTX-25-LTE-0329_Proof_hi.pdf), [review](../../reviews/CLTX-25-LTE-0329_Proof_hi.md)\n", "- [Original](../../reviews/CLTX-25-ORIG-0267_Proof_hi.pdf), [review](../../reviews/CLTX-25-ORIG-0267_Proof_hi.md)\n", "- [Original](../../reviews/jama-2025-04.pdf), [review](../../reviews/jama-2025-04.md)\n", "\n", "\n", "JAMA\n", "- \n", "\n", "```{raw} html\n", "\n", "\n", "
\n", " \"Eco-Green\n", "

CG-BEST represents our Dionysian bequethal.

\n", "
\n", "```\n", "\n", "\n", "
\n", " You, from crimes
\n", " Art, to enchant
\n", " Relieved, by prayer
\n", " Spirits, to enforce
\n", " Ending, in despair
\n", " — Prospero\n", "
\n", "\n", "\n", "\n", "```{raw} html\n", "\n", "\n", "
\n", " \"Eco-Green\n", "

Dionysus as chaotic energy (static), Athena as the filtering force (temperament), and Apollo shaping the resulting harmony (jazz). Source: DALL-E

\n", "
\n", "```\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network fractal\n", "def define_layers():\n", " return {\n", " 'Suis': ['Patient Access/Care', 'Hospital Records', 'Disclosure Risk', 'Collaborators', 'Databases', 'Analytic Scripts', ], # Static\n", " 'Voir': ['Information'], \n", " 'Choisis': ['Baseline', 'Decision'], \n", " 'Deviens': ['Adverse Event Markers', 'Comorbidity/ICD Codes', 'Temporal Changes'], \n", " \"M'èléve\": ['Mortality Rate', 'Organ Failure', 'Hospitalization', 'Dependency', 'Physical Frailty'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = { # Dynamic\n", " 'yellow': ['Information'], \n", " 'paleturquoise': ['Analytic Scripts', 'Decision', 'Temporal Changes', 'Physical Frailty'], \n", " 'lightgreen': ['Databases', 'Comorbidity/ICD Codes', 'Organ Failure', 'Dependency', 'Hospitalization'], \n", " 'lightsalmon': [\n", " 'Disclosure Risk', 'Collaborators', 'Baseline', \n", " 'Adverse Event Markers', 'Mortality Rate'\n", " ],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Calculate positions for nodes\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", "\n", " # Add nodes and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " G.add_node(node, layer=layer_name)\n", " pos[node] = position\n", " node_colors.append(colors.get(node, 'lightgray')) \n", "\n", " # Add edges (automated for consecutive layers)\n", " layer_names = list(layers.keys())\n", " for i in range(len(layer_names) - 1):\n", " source_layer, target_layer = layer_names[i], layer_names[i + 1]\n", " for source in layers[source_layer]:\n", " for target in layers[target_layer]:\n", " G.add_edge(source, target)\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=15, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " plt.title(\" \", fontsize=23) \n", " # ✅ Save the actual image *after* drawing it\n", " # plt.savefig(\"../figures/ukubona.jpeg\", dpi=300, bbox_inches='tight')\n", " # plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} ../../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "What are the downstream effects of this proposal?\n", "```\n" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }