{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(dancing-in-chains)=\n", "# Dancing in Chains\n", " \n", "### The Fractal Compression of Ecosystems: Unlocking Clinical Research Through Text \n", "\n", "If text is the fundamental medium of intelligence, then it follows that the most profound inefficiencies in clinical research, patient care, and professional ecosystems are rooted in the fragmentation of textual data. The greatest bottleneck is not a lack of knowledge, nor a shortage of funding, nor even the bureaucratic inertia that plagues academic medicine. It is the failure to integrate, navigate, and optimize the ecosystem through structured intelligence—specifically, through text. \n", "\n", "The professional world of clinical research, medicine, academia, and policymaking sits atop vast, underutilized reservoirs of information. There are principal investigators and government bureaucrats with databases that could revolutionize healthcare outcomes, yet these datasets remain locked within silos, inaccessible or incomprehensible to the very individuals who could drive innovation. The moment those databases are integrated—when linkages to mortality, ESRD (end-stage renal disease), NHANES (National Health and Nutrition Examination Survey), OPTN (Organ Procurement and Transplantation Network), and other solid organ transplant registries become freely navigable—an entirely new frontier of research efficiency will emerge. But the true breakthrough will not be in structured numerical datasets alone. It will be in text. \n", "\n", "\n", "```{raw} html\n", "\n", "\n", "
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Given our deep dive into \"[nonself](https://www.bu.edu/sph/files/2012/01/Stybel_Friend-Foe-Ally-Adversary.pdf)\" and \"self\" through biological systems, signal detection, and the metaphor of Uganda’s and Africa’s identity, I’d love to ask you: How do you see the interplay of cultural \"noise\" and \"signal\" shaping your own perception of Ugandan identity today—particularly in balancing traditional tribal heritage with the modern, global influences that have woven into its fabric? It ties into our exploration of ambiguity and convergence, and I’m curious about your personal lens on this dynamic.

\n", "
\n", "```\n", "\n", "Electronic health records (EHRs) contain an unparalleled wealth of information, yet they remain functionally inaccessible because they exist in unstructured text. Epic, the largest provider of EHR services in hospitals across America and the world, holds more clinical knowledge in raw textual format than any research database ever compiled. Yet, this data is underutilized because the systems that govern it do not yet have the intelligence to extract meaning the way we have structured meaning today. A true revolution in clinical research and healthcare optimization will not come from better queries or additional structured fields. It will come from intelligent text collapse, the ability to compress and interpret medical text into structured knowledge without losing the nuance that makes it clinically relevant. \n", "\n", "Take aging research as a case study. The fundamental problem with the study of aging is that aging syndromes do not exist as discrete entities within ICD-10 classification codes. Clinicians recognize frailty, multimorbidity, and cognitive decline, yet these syndromes are not encoded as formal diagnoses in the way hypertension or diabetes are. However, they are described in text. A patient’s chart will contain references to fatigue, muscle weakness, falls, cognitive slowing—yet without an ICD-10 code, these remain invisible to quantitative research. Text intelligence changes this entirely. If the textual structure of electronic health records can be processed in the same way we have structured linguistic cognition in the LLM model, then frailty syndromes could be encoded from meaning, rather than from predefined diagnostic categories. \n", "\n", "Imagine a system where AI recognizes the Linda Fried physical frailty phenotype—not because a doctor explicitly codes it, but because the patient’s chart contains descriptors that map onto its criteria. This is where structured text compression revolutionizes clinical research: it does not merely extract existing coded knowledge; it creates knowledge by recognizing conceptual structures within language itself. \n", "\n", "This vision of ecosystem optimization extends beyond clinical research and into every level of professional integration. The greatest inefficiencies in the professional world today stem from the failure of ecosystems to facilitate navigation. Students, junior professionals, and even seasoned academics struggle to find meaningful professional integration, not because they lack merit or ambition, but because networking is a system of tokenized relationships, governed by implicit biases and inaccessible insider knowledge. Imagine an academic and clinical research ecosystem where these inefficiencies are erased—where students and professionals place themselves within the system dynamically, using intelligent integration rather than relying on the slow and exclusionary processes of human gatekeeping. \n", "\n", "The solution is simple in concept but revolutionary in execution: a universal application layer that provides seamless navigation for every stakeholder in the ecosystem. For the patient, this means an interface that translates the complexity of clinical research and medical decision-making into an intuitive, personalized guide. For the clinician, it means access to the true intelligence within electronic health records, where text is no longer a barrier but the very source of structured knowledge. For researchers, it means the ability to extract and analyze previously inaccessible textual insights, unlocking new discoveries without requiring explicit classifications. For academics, teachers, students, and policymakers, it means a fully integrated professional ecosystem, where collaboration and research efficiency are driven by structural intelligence rather than social gatekeeping. \n", "\n", "At the heart of this transformation is the app itself. No matter how sophisticated the back-end intelligence, the front-end must remain effortlessly simple for the end user. A patient does not care about natural language processing or data linkages—they need immediate, accessible insights into their health. A student does not need to understand AI to find their place in an academic ecosystem—they need clear, structured pathways toward opportunity. The real power lies in the back-end: an infrastructure that enables reverse engineering for those who wish to engage with it. Data science students, AI researchers, and ecosystem engineers should be able to peel back the layers and reconstruct the pathways that drive their insights. This is not just about access; it is about intelligent agency. \n", "\n", "The true inefficiency of FOND—the greatest failure of current research and professional integration—is that ecosystems remain fragmented. The data exists, the knowledge exists, the professionals exist, but they remain locked within silos, accessible only through bureaucratic and social hurdles. The moment these barriers are collapsed, the inefficiencies disappear, and an entirely new form of ecosystem intelligence emerges. \n", "\n", "At its core, this is the next logical consequence of structured intelligence: not just understanding meaning in text but using that understanding to navigate and optimize the real-world structures of clinical research, medicine, academia, and professional development. Text intelligence is not just the key to AI’s success—it is the key to unlocking the inefficiencies of entire professions. What comes next is the transformation of ecosystems themselves.\n", "\n", "\n", " \n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "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 layers\n", "def define_layers():\n", " return {\n", " 'Suis': ['Mr. Jones, 5%', 'Pigs Doctrine', \"Major's Vision\", 'Beasts of England', \"Napoleons Strategy\", 'Snowball Plan'],\n", " 'Voir': ['Rebellion, 20%'], \n", " 'Choisis': ['Napoleon Enforcer, 50%', 'Snowball Idealist'], \n", " 'Deviens': ['Exhaution of Animals', 'Dogs, Loyal Enforcers', 'Squealors Propaganda, 20%'], \n", " \"M'èléve\": ['Final Oppression', 'Surveillance', 'Indoctrination', 'Absolute Rule, 5%', 'New Hierarchy'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Rebellion, 20%'], \n", " 'paleturquoise': ['Snowball Plan', 'Snowball Idealist', 'Squealors Propaganda, 20%', 'New Hierarchy'], \n", " 'lightgreen': [\"Napoleons Strategy\", 'Dogs, Loyal Enforcers', 'Surveillance', 'Absolute Rule, 5%', 'Indoctrination'], \n", " 'lightsalmon': [\"Major's Vision\", 'Beasts of England', 'Napoleon Enforcer, 50%', 'Exhaution of Animals', 'Final Oppression'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights\n", "def define_edges():\n", " return {\n", " ('Mr. Jones, 5%', 'Rebellion, 20%'): '1/99',\n", " ('Pigs Doctrine', 'Rebellion, 20%'): '5/95',\n", " (\"Major's Vision\", 'Rebellion, 20%'): '20/80',\n", " ('Beasts of England', 'Rebellion, 20%'): '51/49',\n", " (\"Napoleons Strategy\", 'Rebellion, 20%'): '80/20',\n", " ('Snowball Plan', 'Rebellion, 20%'): '95/5',\n", " ('Rebellion, 20%', 'Napoleon Enforcer, 50%'): '20/80',\n", " ('Rebellion, 20%', 'Snowball Idealist'): '80/20',\n", " ('Napoleon Enforcer, 50%', 'Exhaution of Animals'): '49/51',\n", " ('Napoleon Enforcer, 50%', 'Dogs, Loyal Enforcers'): '80/20',\n", " ('Napoleon Enforcer, 50%', 'Squealors Propaganda, 20%'): '95/5',\n", " ('Snowball Idealist', 'Exhaution of Animals'): '5/95',\n", " ('Snowball Idealist', 'Dogs, Loyal Enforcers'): '20/80',\n", " ('Snowball Idealist', 'Squealors Propaganda, 20%'): '51/49',\n", " ('Exhaution of Animals', 'Final Oppression'): '80/20',\n", " ('Exhaution of Animals', 'Surveillance'): '85/15',\n", " ('Exhaution of Animals', 'Indoctrination'): '90/10',\n", " ('Exhaution of Animals', 'Absolute Rule, 5%'): '95/5',\n", " ('Exhaution of Animals', 'New Hierarchy'): '99/1',\n", " ('Dogs, Loyal Enforcers', 'Final Oppression'): '1/9',\n", " ('Dogs, Loyal Enforcers', 'Surveillance'): '1/8',\n", " ('Dogs, Loyal Enforcers', 'Indoctrination'): '1/7',\n", " ('Dogs, Loyal Enforcers', 'Absolute Rule, 5%'): '1/6',\n", " ('Dogs, Loyal Enforcers', 'New Hierarchy'): '1/5',\n", " ('Squealors Propaganda, 20%', 'Final Oppression'): '1/99',\n", " ('Squealors Propaganda, 20%', 'Surveillance'): '5/95',\n", " ('Squealors Propaganda, 20%', 'Indoctrination'): '10/90',\n", " ('Squealors Propaganda, 20%', 'Absolute Rule, 5%'): '15/85',\n", " ('Squealors Propaganda, 20%', 'New Hierarchy'): '20/80'\n", " }\n", "\n", "# Define edges to be highlighted in black\n", "def define_black_edges():\n", " return {\n", " ('Mr. Jones, 5%', 'Rebellion, 20%'): '1/99',\n", " ('Pigs Doctrine', 'Rebellion, 20%'): '5/95',\n", " }\n", "\n", "# Calculate node positions\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", " edges = define_edges()\n", " black_edges = define_black_edges()\n", " \n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " # Create mapping from original node names to numbered labels\n", " mapping = {}\n", " counter = 1\n", " for layer in layers.values():\n", " for node in layer:\n", " mapping[node] = f\"{counter}. {node}\"\n", " counter += 1\n", " \n", " # Add nodes with new numbered labels 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", " new_node = mapping[node]\n", " G.add_node(new_node, layer=layer_name)\n", " pos[new_node] = position\n", " node_colors.append(colors.get(node, 'lightgray'))\n", " \n", " # Add edges with updated node labels\n", " edge_colors = []\n", " for (source, target), weight in edges.items():\n", " if source in mapping and target in mapping:\n", " new_source = mapping[source]\n", " new_target = mapping[target]\n", " G.add_edge(new_source, new_target, weight=weight)\n", " edge_colors.append('black' if (source, target) in black_edges else 'lightgrey')\n", " \n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " edges_labels = {(u, v): d[\"weight\"] for u, v, d in G.edges(data=True)}\n", " \n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color=edge_colors,\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " nx.draw_networkx_edge_labels(G, pos, edge_labels=edges_labels, font_size=8)\n", " plt.title(\"Animal Farm\", fontsize=18)\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", "_[Chapter X](https://gutenberg.net.au/ebooks01/0100011h.html#ch2)_. Years passed. The seasons came and went, the short animal lives fled by. A time came when there was no one who remembered the old days before the Rebellion, except Clover, Benjamin, Moses the raven, and a number of the pigs.Muriel was dead; Bluebell, Jessie, and Pincher were dead. Jones too was dead—he had died in an inebriates' home in another part of the country. Snowball was forgotten. Boxer was forgotten, except by the few who had known him. Clover was an old stout mare now, stiff in the joints and with a tendency to rheumy eyes. She was two years past the retiring age, but in fact no animal had ever actually retired. The talk of setting aside a corner of the pasture for superannuated animals had long since been dropped. Napoleon was now a mature boar of twenty-four stone. Squealer was so fat that he could with difficulty see out of his eyes. Only old Benjamin was much the same as ever, except for being a little greyer about the muzzle, and, since Boxer's death, more morose and taciturn than ever.\n", "```\n", " \n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#\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": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }