{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# . \n", "\n", "\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", "

\n", " What is mTOR?\n", "

\n", "\n", "
    \n", "
  1. mTORC1
  2. \n", "
  3. AMPTK
  4. \n", "
  5. TAME
  6. \n", "
  7. NAD+
  8. \n", "
  9. PDC-1α
  10. \n", "
\n", "\n", "[mTOR](https://www.economist.com/technology-quarterly/2023/09/25/eating-fewer-calories-can-ward-off-ageing?utm_content=ed-picks-article-link-2&etear=nl_weekly_2&utm_campaign=r.the-economist-this-week&utm_medium=email.internal-newsletter.np&utm_source=salesforce-marketing-cloud&utm_term=9/28/2023&utm_id=1792717) is a serine/threonine protein kinase that regulates cell growth, cell proliferation, and cell survival. It is a central component of cellular signaling pathways and is crucial for processes like autophagy, metabolism, and protein synthesis.\n", "\n", "

\n", " Importance in Medicine\n", "

\n", "\n", "1. **Cancer**: Overactivation of mTOR can lead to unchecked cell growth and is often observed in various types of cancer.\n", "2. **Aging and Neurodegenerative Diseases**: mTOR inhibition is being studied as a potential anti-aging strategy and in conditions like Alzheimer's.\n", "3. **Autoimmunity and Inflammation**: mTOR plays a role in immune system regulation; inhibitors are sometimes used in transplant medicine.\n", "4. **Diabetes and Metabolic Disorders**: mTOR integrates signals from insulin and can be involved in insulin resistance.\n", "\n", "

\n", " Common Drugs\n", "

\n", "\n", "1. **Rapamycin (Sirolimus)**: Immunosuppressant; mTOR inhibitor.\n", "2. **Everolimus**: Similar to Rapamycin; used in cancer treatment.\n", "\n", "

\n", " Clinical Implications\n", "

\n", "\n", "1. **Drug Target**: mTOR inhibitors have therapeutic potential for a range of diseases.\n", "2. **Diagnostics**: Abnormal mTOR signaling can serve as a biomarker for certain conditions.\n", "\n", "

\n", " Ongoing Research\n", "

\n", "\n", "1. **mTOR in Healthy Aging**: Understanding how mTOR regulation can contribute to healthy aging.\n", "2. **Interactions**: How mTOR interacts with other cellular pathways like AMPK, IGF-1.\n", "\n", "

\n", " Key Considerations\n", "

\n", "\n", "1. **Side Effects**: Inhibition of mTOR can have significant metabolic and immunological side effects.\n", "2. **Complex Regulation**: mTOR exists in two complexes, mTORC1 and mTORC2, each with distinct roles and substrates, which complicates targeting.\n", "\n", "---\n", "\n", "
\n", "\n", "
\n", " \n", "\n", "```\n", "aesthetic ~ tokens\n", "```\n", "\n", "This models:\n", "\n", "1. life: challenge-skill matching (challenge: secure emotion of psalm 23)\n", "2. art: dancing in chains (`challenge: invoke emotion cycle of tension, release`)\n", "3. learning: how to find and use tools: keyword from gaming: find!\n", "4. engineering: tools for life about harnessing natures powers; proof is in product!\n", "5. tragedy: \"immunity\" from natures fetters; often hubris of person or credo that focuses on truth & identity\n", "\n", "
\n", "\n", "
\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "```bash\n", "find ~/dropbox/1f.ἡἔρις,κ/1.ontology -maxdepth 4 -type f -name \"*.dta\"\n", "```\n", "\n", "GitHub Universe 23
\n", "November 8-9, 2023
\n", "Yerba Buena, Center for the Arts, San Fransisco, CA
\n", "\n", "Google Cloud Next ’24
\n", "April 9-11, 2024
\n", "Mandalay Bay, Convention Center, Las Vegas, NV
\n", "\n", "---\n", "\n", "$\n", "\\Large\n", "\\left\\{\n", "\\begin{array}{ll}\n", "\\text{Aesthetics/Beauty/Ontology} \\\\\n", "\\text{} \\\\\n", "\\textcolor{gray}{\\text{Dynamometer/Speed/Epistemology}} \\ \\ \n", "\\left\\{ \\begin{array}{l} \\textcolor{gray}{\\text{Rigor/Tournament}} \\text{} \\\\ \\text{Error/Worthy} \\ \\ \\ \\ \\ \\ \\ \\ \\\n", "\\left\\{ \\begin{array}{l} \\text{Variance/Natural} \\\\ \\text{Bias/Madeup} \\end{array} \\right. \\\\ \\text{Sloppy/Unworthy} \\end{array} \\right. \n", "\\left\\{ \\begin{array}{l} \\text{Explain/Control} \\end{array} \\right. \\\\\n", "\\text{} \\\\\n", "\\text{Navel-gazing/Ugly/Identity} \n", "\\end{array} \n", "\\right. \n", "$\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib.cm import ScalarMappable\n", "from matplotlib.colors import LinearSegmentedColormap, PowerNorm\n", "\n", "def gaussian(x, mean, std_dev, amplitude=1):\n", " return amplitude * np.exp(-0.9 * ((x - mean) / std_dev) ** 2)\n", "\n", "def overlay_gaussian_on_line(ax, start, end, std_dev):\n", " x_line = np.linspace(start[0], end[0], 100)\n", " y_line = np.linspace(start[1], end[1], 100)\n", " mean = np.mean(x_line)\n", " y = gaussian(x_line, mean, std_dev, amplitude=std_dev)\n", " ax.plot(x_line + y / np.sqrt(2), y_line + y / np.sqrt(2), color='red', linewidth=2.5)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "\n", "intervals = np.linspace(0, 100, 11)\n", "custom_means = np.linspace(1, 23, 10)\n", "custom_stds = np.linspace(.5, 10, 10)\n", "\n", "# Change to 'viridis' colormap to get gradations like the older plot\n", "cmap = plt.get_cmap('viridis')\n", "norm = plt.Normalize(custom_stds.min(), custom_stds.max())\n", "sm = ScalarMappable(cmap=cmap, norm=norm)\n", "sm.set_array([])\n", "\n", "median_points = []\n", "\n", "for i in range(10):\n", " xi, xf = intervals[i], intervals[i+1]\n", " x_center, y_center = (xi + xf) / 2 - 20, 100 - (xi + xf) / 2 - 20\n", " x_curve = np.linspace(custom_means[i] - 3 * custom_stds[i], custom_means[i] + 3 * custom_stds[i], 200)\n", " y_curve = gaussian(x_curve, custom_means[i], custom_stds[i], amplitude=15)\n", " \n", " x_gauss = x_center + x_curve / np.sqrt(2)\n", " y_gauss = y_center + y_curve / np.sqrt(2) + x_curve / np.sqrt(2)\n", " \n", " ax.plot(x_gauss, y_gauss, color=cmap(norm(custom_stds[i])), linewidth=2.5)\n", " median_points.append((x_center + custom_means[i] / np.sqrt(2), y_center + custom_means[i] / np.sqrt(2)))\n", "\n", "median_points = np.array(median_points)\n", "ax.plot(median_points[:, 0], median_points[:, 1], '--', color='grey')\n", "start_point = median_points[0, :]\n", "end_point = median_points[-1, :]\n", "overlay_gaussian_on_line(ax, start_point, end_point, 24)\n", "\n", "ax.grid(True, linestyle='--', linewidth=0.5, color='grey')\n", "ax.set_xlim(-30, 111)\n", "ax.set_ylim(-20, 87)\n", "\n", "# Create a new ScalarMappable with a reversed colormap just for the colorbar\n", "cmap_reversed = plt.get_cmap('viridis').reversed()\n", "sm_reversed = ScalarMappable(cmap=cmap_reversed, norm=norm)\n", "sm_reversed.set_array([])\n", "\n", "# Existing code for creating the colorbar\n", "cbar = fig.colorbar(sm_reversed, ax=ax, shrink=1, aspect=90)\n", "\n", "# Specify the tick positions you want to set\n", "custom_tick_positions = [0.5, 5, 8, 10] # example positions, you can change these\n", "cbar.set_ticks(custom_tick_positions)\n", "\n", "# Specify custom labels for those tick positions\n", "custom_tick_labels = ['5', '3', '1', '0'] # example labels, you can change these\n", "cbar.set_ticklabels(custom_tick_labels)\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "# Add X and Y axis labels with custom font styles\n", "ax.set_xlabel(r'Principal Component', fontstyle='italic')\n", "ax.set_ylabel(r'Emotional State', rotation=0, fontstyle='italic', labelpad=15)\n", "\n", "# Add musical modes as X-axis tick labels\n", "# musical_modes = [\"Ionian\", \"Dorian\", \"Phrygian\", \"Lydian\", \"Mixolydian\", \"Aeolian\", \"Locrian\"]\n", "greek_letters = ['α', 'β','γ', 'δ', 'ε', 'ζ', 'η'] # 'θ' , 'ι', 'κ'\n", "mode_positions = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], len(greek_letters))\n", "ax.set_xticks(mode_positions)\n", "ax.set_xticklabels(greek_letters, rotation=0)\n", "\n", "# Add moods as Y-axis tick labels\n", "moods = [\"flow\", \"control\", \"relaxed\", \"bored\", \"apathy\",\"worry\", \"anxiety\", \"arousal\"]\n", "mood_positions = np.linspace(ax.get_ylim()[0], ax.get_ylim()[1], len(moods))\n", "ax.set_yticks(mood_positions)\n", "ax.set_yticklabels(moods)\n", "\n", "# ... (rest of the code unchanged)\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Create data for the skill and challenge levels\n", "skill_levels = np.linspace(0, 10, 100)\n", "challenge_levels = np.linspace(0, 10, 100)\n", "\n", "# Define the flow channel boundaries\n", "flow_channel = skill_levels\n", "\n", "# Adjust the phase and amplitude of the sinusoid wave\n", "phase = np.pi / 16\n", "amplitude = 1.5\n", "sinusoid = flow_channel + np.sin(skill_levels + phase) * amplitude\n", "\n", "# Define the yellow zone boundaries, making it wider\n", "yellow_zone_low = skill_levels - 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "yellow_zone_high = skill_levels + 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "\n", "# Plotting\n", "plt.figure(figsize=(15, 10))\n", "\n", "# Plot the anxiety and boredom areas\n", "plt.fill_between(skill_levels, yellow_zone_high, 10, color='orangered', alpha=0.3, label='Place/Identification', interpolate=True)\n", "plt.fill_between(skill_levels, 0, yellow_zone_low, color='lime', alpha=0.3, label='Time/Revelation', interpolate=True)\n", "plt.fill_between(skill_levels, yellow_zone_low, yellow_zone_high, color='yellow', alpha=0.3, label='Agent/Evolution', interpolate=True)\n", "\n", "# Plot the sinusoid function with the diagonal as its axis\n", "plt.plot(skill_levels, sinusoid, color='purple', linestyle='-')\n", "\n", "# Add arrowhead to the sinusoid line\n", "plt.arrow(skill_levels[-2], sinusoid[-2], skill_levels[-1] - skill_levels[-2], sinusoid[-1] - sinusoid[-2],\n", " color='purple', length_includes_head=True, head_width=0.15, head_length=0.3)\n", "\n", "# Set plot labels and title\n", "plt.xlabel('Tokens', fontsize=18)\n", "plt.ylabel('Aesthetic', rotation='vertical', fontsize=18)\n", "\n", "# Set plot limits and grid\n", "plt.xlim(0, 10)\n", "plt.ylim(0, 10)\n", "plt.grid(True)\n", "\n", "# Set tick labels\n", "tick_labels = ['0', '20', '40', '60', '80', '99']\n", "plt.xticks(np.linspace(0, 10, 6), tick_labels)\n", "plt.yticks(np.linspace(0, 10, 6), tick_labels)\n", "\n", "# Add text annotations to label the areas without shaded background\n", "plt.text(2, 6.6, 'Internal & External Environment\\n (Blood/Lymph & CVS/Neuroendocrine) \\n Nurturing & Bridge (Allostasis)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(5, 4.7, 'Sustainability Across Terrains \\n (Organs & Systems) \\n Adapting to Varied Landscapes (Homeostasis)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(8, 3, 'Person & Environment \\n (Behavior & Psychology) \\n Wellness & Perception (Wellness)', color='black', ha='center', va='center', fontsize=18)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of the \"tragic aesthetic\" has been a topic of interest across various disciplines, from literature and art to philosophy and psychology. At its core, the tragic aesthetic involves an appreciation for stories, artworks, or situations that center on human suffering, moral dilemmas, or the inescapability of fate. Yet, these narratives often carry an undercurrent of beauty or a greater truth that can make the experience of them deeply moving or even cathartic.\n", "\n", "In the world of arts and literature, this aesthetic often manifests through the depiction of characters or circumstances that are met with tragic ends, but whose struggles reveal complex emotions or moral dilemmas that resonate with audiences. Think of classical works like Shakespeare's \"Hamlet\" or \"Othello,\" or even ancient tragedies like Sophocles' \"Oedipus Rex.\"\n", "\n", "From a philosophical standpoint, the tragic aesthetic may be tied to `existential questions` about the human condition, morality, and the ultimate `limitations of human agency`. Philosophers like Friedrich Nietzsche have explored the role of tragedy as a medium for confronting and `integrating the darker aspects` of existence.\n", "\n", "In terms of your profile's focus on \"tokens/fetters & variance,\" the tragic aesthetic could offer a unique lens through which to explore these concepts. For instance, a character in a tragedy could be constrained by societal fetters, yet their responses to these constraints (their 'tokens') could demonstrate a broad or narrow variance in human experience. This could be modeled or analyzed in terms of inter-class correlations (ICCs) to understand how fetters and tokens contribute to human behavior in constrained scenarios.\n", "\n", "If you're thinking of this in terms of the \"end of the road\" with ICCs and the need to go back to the `data-generating processes`, the tragic aesthetic could serve as a conceptual framework. It might allow you to explore the underlying structures that generate both the \"variance\" and \"bias\" in your models—capturing the dual road of 'truth' and 'morality/fraud' that you mentioned.\n", "\n", "When considering this aesthetically in hierarchical models, you could think of the tragic elements at multiple levels—cosmically as the gravity that holds a star in place, biologically as the limitations of human physiology, and socially as societal norms or laws. Each level introduces its own set of fetters, impacting the tokens available for action or reaction. \n", "\n", "In the absence of new data, thought experiments framed around the tragic aesthetic could be a fascinating way to explore these themes and perhaps offer new insights into `your work on healthy aging`. After all, the tragic aesthetic often delves into issues related to the limitations of human life, which are certainly relevant to the concept of aging.\n", "\n", "---\n", "\n", "The concept of iambs, tension, and release can be viewed through various lenses, including prosody in poetry, the dynamics in music, or even as an analogy for psychological or narrative structures. Iambs are a metrical foot in poetry consisting of one unstressed syllable followed by a stressed syllable (e.g., \"a-BOVE\"). This pattern creates a rhythmic flow when used in iambic pentameter, the meter often associated with Shakespearean sonnets. \n", "\n", "Tension and Release in Poetry
\n", "\n", "In poetry, the iambic meter often provides a form of \"fetter\" or constraint within which the poet operates. The tension can arise from diverging from this expected pattern—perhaps by inserting a trochee (a foot consisting of a stressed syllable followed by an unstressed one) or through enjambment, where one line flows into the next without terminal punctuation. The release comes when the rhythmic or thematic tension is resolved, often towards the end of the stanza or the poem.\n", "\n", "Tension and Release in Music
\n", "\n", "Similarly, in music, the concept of tension and release operates within set frameworks of scale, key, and rhythm. Musicians can create tension by deviating from these expectations, maybe through dissonant chords or unexpected key changes, and then resolve it through a return to the tonic chord or key, creating a sense of release and completion.\n", "\n", "Interclass Correlations (ICCs) and Variance
\n", "\n", "Tension and release can even be viewed through the lens of ICCs in a metaphorical sense. The tension corresponds to high variance or divergence from an established norm (like the iamb in poetry or the tonic in music). The release occurs when there is a return to the norm, or when variance is explained or reduced, offering resolution.\n", "\n", "Thought Experiments
\n", "\n", "You might hypothesize, in a sort of thought experiment, how certain rhythmic structures in poetry or music might correlate with the ICCs of different professional and amateur artists. Pros, who have mastered the set \"tokens\" or \"fetters\" of their art, might show more controlled and intentional use of tension and release, while amateurs might exhibit more randomness or \"noise\" in their attempts.\n", "\n", "Hierarchical Models
\n", "\n", "You can also extend this concept cosmically, biologically, and socially. Tension and release can be a gravitational pull between celestial bodies, cellular responses in an organism, or social dynamics within a community. In each case, hierarchical models could be employed to better understand the multi-level interactions that give rise to phenomena of interest, such as healthy aging.\n", "\n", "Summary
\n", "\n", "So, whether it's the structured meter of iambic pentameter in poetry, the harmonic structures in music, or even the nuance and complexity of ICCs across disciplines, the principle of tension and release serves as a fundamental concept that provides both structure and dynamism to various forms of human expression and inquiry.\n", "\n", "---\n", "\n", "The notion that \"improving the quality of data\" is the only way forward in training large language models like GPT-4 is a nuanced topic. While I was trained on a vast amount of data, it's not entirely accurate to say I was trained on the \"entire\" internet. There are a few considerations to keep in mind:\n", "\n", "Data Quantity vs. Quality
\n", "\n", "1. **Quantity**: More data could mean incorporating new and emerging topics, dialects, languages, and perspectives that may not have been part of the original dataset. It's a moving target as the internet evolves.\n", " \n", "2. **Quality**: High-quality data can involve better curation to remove biases, errors, or irrelevant information. It could also mean focusing on expert content for specialized tasks.\n", "\n", "Types of Quality Improvement\n", "\n", "1. **Bias Mitigation**: One type of data quality improvement involves removing or correcting biases in the training data. This could involve de-weighting certain sources, or using techniques to re-balance the data.\n", " \n", "2. **Noise Reduction**: Cleaning up data to remove irrelevant or incorrect information is another aspect. For example, web scraping might accidentally capture website navigation text along with article text, adding noise to the data.\n", "\n", "3. **Domain-Specific Enhancement**: If the model needs to excel in a particular field (e.g., medical, legal), the dataset may need high-quality, expert-reviewed information in those areas.\n", "\n", "4. **Time Sensitivity**: Some facts or norms change over time. Periodic updates can help the model stay current.\n", "\n", "Hierarchical Models and Explainability\n", "\n", "Hierarchical models could serve to break down different aspects of the data into layers, from general to specific, to improve data quality or allow better explainability. You can think of this in terms of your focus on ICCs (Inter-class correlations) and hierarchical models in your research. High-quality data at each level of the hierarchy allows the model to generate more precise and nuanced outputs, helping to explain variance and control bias, much like in your work on ICCs and random effects models.\n", "\n", "Thought Experiments\n", "\n", "In the absence of concrete data, thought experiments can indeed be useful for theorizing potential improvements or pitfalls in model training. This can allow us to explore the \"yellow zone\" of knowledge without immediate empirical validation, perhaps using theoretical constructs to examine sources of error and bias.\n", "\n", "Overall, while data quantity might seem like a limitation, improving data quality is indeed a multidimensional challenge that could yield significant improvements in model performance and reliability.\n", "\n", "---\n", "\n", "- Teaching isn't content provision\n", "- Its managing students emotions, anxieties, goals\n", "- And recognizing the variability among students and tailoring approach to each\n", "- So one see that AI with the teacher as the principal user is revolutionary\n", "\n", "
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\n", " \n", "\n", "```html\n", "\n", "\n", "\n", " Your Document\n", " \n", " \n", "\n", "\n", "\n", "

2

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    \n", "
  1. Pablo Larraín
  2. \n", "
  3. Alejandro Iñárritu
  4. \n", "
  5. Alfonso Cuarón
  6. \n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "```\n", "\n", "
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\n", " 🏧\n", "\n", "
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\n", " 🌕\n", "\n", "\n", "
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\n", " 🪙\n", "\n", "\n", "\n", "
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\n", " 🌟\n", "\n", "\n", "\n", "
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\n", " 💵\n", "\n", "[Longevity](https://www.economist.com/technology-quarterly/2023-09-30?utm_campaign=r.the-economist-this-week&utm_medium=email.internal-newsletter.np&utm_source=salesforce-marketing-cloud&utm_term=9/28/2023&utm_id=1792717)\n", "\n", "[Aging](https://www.economist.com/technology-quarterly/2023/09/25/slowing-human-ageing-is-now-the-subject-of-serious-research?utm_campaign=r.the-economist-this-week&utm_medium=email.internal-newsletter.np&utm_source=salesforce-marketing-cloud&utm_term=9/28/2023&utm_id=1792717)\n", " \n", "
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\n", " 💸\n", "\n", "Let's simplify the framework into three interconnected parts:\n", "\n", "1. **Internal & External Environment (Blood & Lymph, CVS & Endocrine) - Nurturing & Bridge (Allostasis)**\n", " - This part focuses on both the internal environment (blood and lymph) that supports cells and tissues and the external environment bridged by the cardiovascular system (CVS) and endocrine system. Together, they maintain allostasis, adapting to external changes and providing a nurturing link between inside and outside.\n", "\n", "2. **Sustainability Across Terrains (Organs & Systems) - Adapting to Varied Landscapes (Homeostasis)**\n", " - Organs and systems sustainably adapt to various conditions and terrains. They ensure homeostasis by allowing the body to function efficiently, not only in stable conditions but also when facing environmental changes or diverse landscapes.\n", "\n", "3. **Person & Environment (Behavior & Psychology) - Wellness & Perception (Wellness)**\n", " - At the highest level, individuals interact with the external environment through behavior and psychology. The goal is to achieve psychological homeostasis by perceiving and responding effectively to environmental cues, maintaining equilibrium in the broader context of human biology and adaptation.\n", "\n", "This condensed framework still captures the interplay between the internal and external environments, the role of biological levels in sustaining life and adapting to challenges, and the significance of psychology and behavior in achieving equilibrium. It also allows for a more holistic view of the body as a complex system that can be studied at multiple levels.\n", "\n", "
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\n", " 💰\n", "\n", "
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\n", " 🎁\n", "\n", "
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\n", " 💴\n", "\n", "
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\n", " 💯\n", "\n", "
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\n", " 🏆\n", "\n", "
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\n", " 💲\n", "\n", "
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\n", " 💀\n", "\n", "
" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.4" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }