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Paolo Gabriel committed Dec 19, 2024
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4 changes: 2 additions & 2 deletions _config.yml
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subtitle : "pre-print" # site tagline that appears below site title in masthead
name : "Paolo Gabriel, Ph.D."
description : "Real-Time Analysis of Video in Hospital Care Settings"
url : "https://lookdeep.github.io" # the base hostname & protocol for your site e.g. "https://mmistakes.github.io"
baseurl : "/ai-norms-2024" # the subpath of your site, e.g. "/blog"
url : "https://lookdeep.github.io/ai-norms-2024" # the base hostname & protocol for your site e.g. "https://mmistakes.github.io"
baseurl : # the subpath of your site, e.g. "/blog"
repository : "lookdeep/ai-norms-2024" # GitHub username/repo-name e.g. "mmistakes/minimal-mistakes"
teaser : # path of fallback teaser image, e.g. "/assets/images/500x300.png"
logo : "/assets/images/logo.png" # path of logo image to display in the masthead, e.g. "/assets/images/88x88.png"
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2 changes: 1 addition & 1 deletion _site/feed.xml
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<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://lookdeep.github.io/ai-norms-2024/feed.xml" rel="self" type="application/atom+xml" /><link href="https://lookdeep.github.io/ai-norms-2024/" rel="alternate" type="text/html" /><updated>2024-12-18T03:56:48+00:00</updated><id>https://lookdeep.github.io/ai-norms-2024/feed.xml</id><title type="html">Continuous Patient Monitoring with Vision AI</title><subtitle>Real-Time Analysis of Video in Hospital Care Settings</subtitle><author><name>Paolo Gabriel, Ph.D.</name><email>&apos;first name&apos; at lookdeephealth dot com</email></author></feed>
<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="http://localhost:4000/feed.xml" rel="self" type="application/atom+xml" /><link href="http://localhost:4000/" rel="alternate" type="text/html" /><updated>2024-12-19T01:42:39+00:00</updated><id>http://localhost:4000/feed.xml</id><title type="html">Continuous Patient Monitoring with Vision AI</title><subtitle>Real-Time Analysis of Video in Hospital Care Settings</subtitle><author><name>Paolo Gabriel, Ph.D.</name><email>&apos;first name&apos; at lookdeephealth dot com</email></author></feed>
200 changes: 169 additions & 31 deletions _site/index.html
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<head>
<meta charset="utf-8">

<!-- begin _includes/seo.html --><title>Continuous Patient Monitoring with Video AI: Real-Time Analysis of Video in Hospital Care Settings | Continuous Patient Monitoring with Vision AI</title>
<!-- begin _includes/seo.html --><title>Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings | Continuous Patient Monitoring with Vision AI</title>
<meta name="description" content="Real-Time Analysis of Video in Hospital Care Settings">


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<meta property="og:type" content="website">
<meta property="og:locale" content="en_US">
<meta property="og:site_name" content="Continuous Patient Monitoring with Vision AI">
<meta property="og:title" content="Continuous Patient Monitoring with Video AI: Real-Time Analysis of Video in Hospital Care Settings">
<meta property="og:url" content="https://lookdeep.github.io/ai-norms-2024/">
<meta property="og:title" content="Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings">
<meta property="og:url" content="http://localhost:4000/">


<meta property="og:description" content="Real-Time Analysis of Video in Hospital Care Settings">



<meta property="og:image" content="http://localhost:4000/assets/images/overview.png">



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<link rel="canonical" href="https://lookdeep.github.io/ai-norms-2024/">

<link rel="canonical" href="http://localhost:4000/">



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"@context": "https://schema.org",
"@type": "Person",
"name": "Paolo Gabriel, Ph.D.",
"url": "https://lookdeep.github.io/ai-norms-2024/"
"url": "http://localhost:4000/"
}
</script>

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</script>

<!-- For all browsers -->
<link rel="stylesheet" href="/ai-norms-2024/assets/css/main.css">
<link rel="stylesheet" href="/assets/css/main.css">
<link rel="preload" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@latest/css/all.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
<noscript><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@latest/css/all.min.css"></noscript>

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</head>

<body class="layout--posts" dir="ltr">
<body class="layout--single" dir="ltr">
<nav class="skip-links">
<ul>
<li><a href="#site-nav" class="screen-reader-shortcut">Skip to primary navigation</a></li>
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<div class="masthead__menu">
<nav id="site-nav" class="greedy-nav">

<a class="site-logo" href="/ai-norms-2024/"><img src="/ai-norms-2024/assets/images/logo.png" alt="Continuous Patient Monitoring with Vision AI"></a>
<a class="site-logo" href="/"><img src="/assets/images/logo.png" alt="Continuous Patient Monitoring with Vision AI"></a>

<a class="site-title" href="/ai-norms-2024/">
<a class="site-title" href="/">
Continuous Patient Monitoring with Vision AI
<span class="site-subtitle">pre-print</span>
</a>
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<div class="initial-content">









<div class="page__hero--overlay"
style=" background-image: linear-gradient(rgba(0, 0, 0, 0.85), rgba(0, 0, 0, 0.85)), url('/assets/images/overview.png');"
>

<div class="wrapper">
<h1 id="page-title" class="page__title" itemprop="headline">

Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings


</h1>





<p>

<a href="https://raw.githubusercontent.com/lookdeep/ai-norms-2024/refs/heads/main/data/data_by_patient_hour_scrubbed.csv" class="btn btn--light-outline btn--large">Download Dataset - CSV file (3.88 MB)</a>

<a href="https://github.com/lookdeep/ai-norms-2024" class="btn btn--light-outline btn--large">Get Code</a>

</p>

</div>


<span class="page__hero-caption">LookDeep Health System Overview. From Figure 1 of pre-print article.
</span>

</div>







<div id="main" role="main">



<div class="archive">
<article class="page" itemscope itemtype="https://schema.org/CreativeWork">
<meta itemprop="headline" content="Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings">


<h1 id="page-title" class="page__title">Continuous Patient Monitoring with Video AI: Real-Time Analysis of Video in Hospital Care Settings</h1>

<blockquote>
<p>NOTE [2024-12-17]: this repository and project page are under construction</p>
</blockquote>

<p><strong>Authors</strong>: Paolo Gutierrez Gabriel, Peter Rehani, Tyler Troy, Tiffany Wyatt, Michael Choma and Narinder Singh</p>
<div class="page__inner-wrap">


<p>This is the corresponding code and data repository for the manuscript titled “Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings”.</p>
<section class="page__content" itemprop="text">

<aside class="sidebar__right ">
<nav class="toc">
<header><h4 class="nav__title"><i class="fas fa-bars"></i> Navigation</h4></header>
<ul class="toc__menu"><li><a href="#welcome">Welcome!</a></li><li><a href="#dataset">Dataset</a></li><li><a href="#resources">Resources</a></li><li><a href="#citation">Citation</a></li><li><a href="#change-log">Change Log</a></li></ul>
</nav>
</aside>

<p><strong>Authors</strong>: Paolo Gutierrez Gabriel (corresponding), Peter Rehani, Tyler Troy, Tiffany Wyatt, Michael Choma and Narinder Singh</p>

<p>The manuscript is submitted for review in <em>Frontiers in Imaging
Imaging Applications</em>.</p>
<blockquote>
<p><em>The manuscript is submitted for review in ‘Frontiers in Imaging - Imaging Applications’.</em></p>
</blockquote>

<p>The corresponding repo is maintained on the <code class="language-plaintext highlighter-rouge">main</code> branch, and can be found at [<a href="https://github.com/lookdeep/ai-norms-2024">link</a>].</p>
<blockquote>
<p><strong><em>NOTE</em></strong> [2024-12-17]: this repository and project page are under construction.
thank you for your patience.</p>
</blockquote>

<hr />
<p><br />
<strong>To-do</strong>:</p>
<h1 id="welcome">Welcome!</h1>
<p><img src="assets/images/overview.png" alt="Figure 1 of pre-print" title="LookDeep Health System" />
<em>Figure 1 of pre-print article</em></p>

<p>You are likely here because you read the titled manuscript and are looking for the public data and associated code that was mentioned.</p>

<p>Thank you for your interest in analyzing these anonymized computer vision predictions, aggregated at the patient-day-hour level.
We invite you to explore the trends reported in the manuscript (and more), and provide the materials below as support.</p>

<h1 id="dataset">Dataset</h1>
<p>This project page is about a new, fully anonymized dataset (unnamed).
This data consists of computer vision predictions recorded from hundreds of patients over a 6-month period, aggregated at the patient-day-hour level.</p>

<p><img src="assets/images/trends_plot.png" alt="Example trend" title="Percent Time Alone" /></p>

<p><em>Example trend plot, rendered in <a href="https://lookdeep.vercel.app/">Vercel App</a></em></p>

<p>These trends provide hour-over-hour insight into various patient behvaiors and room conditions, including but not limited to:</p>
<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>**Metadata:**
- model_name
- day_loc
- hour_loc
- monitor_id
- group_ADC
- gender
- group_age
- ts

**Data:**
- num_samples
- percent_alone
- count_fence_crossed
- percent_fence_crossed
- percent_bed_active
- percent_scene_active
- count_alone_active
- percent_alone_active
- count_alone_fence_crossed
- percent_alone_fence_crossed
- percent_staff
- percent_supervized
- percent_supervized_staff
- percent_supervized_other
- percent_supervized_staff_fence_crossed

</code></pre></div></div>

<p><em>Details</em>:</p>
<ul>
<li>[] Add link to arXiv pre-print</li>
<li>[] Update project page</li>
<li>[] Add public dataset</li>
<li>[] Add demo code</li>
<li>computer vision predictions come from Models v4 and v5 -&gt; see manuscript for evaluation</li>
</ul>

<h1 id="resources">Resources</h1>
<ul>
<li><a href="https://raw.githubusercontent.com/lookdeep/ai-norms-2024/refs/heads/main/data/data_by_patient_hour_scrubbed.csv">direct link to data</a> - CSV file (3.88 MB)</li>
<li><a href="https://arxiv.org/abs/2412.13152">arXiv pre-print</a></li>
<li><a href="https://github.com/lookdeep/ai-norms-2024">code repository</a> - use <code class="language-plaintext highlighter-rouge">main</code> branch</li>
<li><a href="https://lookdeep.health/technology/">LookDeep Health website</a></li>
<li>demo</li>
</ul>

<ul class="taxonomy__index">


<h1 id="citation">Citation</h1>
<p>If you would like to reference this work, please use:</p>
<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>@misc{gabriel2024continuouspatientmonitoringai,
title={Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings},
author={Paolo Gabriel and Peter Rehani and Tyler Troy and Tiffany Wyatt and Michael Choma and Narinder Singh},
year={2024},
eprint={2412.13152},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2412.13152},
}
</code></pre></div></div>
<h1 id="change-log">Change Log</h1>
<ul>
<li>2024-12-17 : initialize project page and link to pre-print</li>
<li>2024-12-18 : update project page with dataset</li>
</ul>


</section>

<footer class="page__meta">






</footer>



</div>


</div>


</article>



</div>


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</div>


<script src="/ai-norms-2024/assets/js/main.min.js"></script>
<script src="/assets/js/main.min.js"></script>



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Sitemap: https://lookdeep.github.io/ai-norms-2024/sitemap.xml
Sitemap: http://localhost:4000/sitemap.xml
2 changes: 1 addition & 1 deletion _site/sitemap.xml
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<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.sitemaps.org/schemas/sitemap/0.9 http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd" xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://lookdeep.github.io/ai-norms-2024/</loc>
<loc>http://localhost:4000/</loc>
</url>
</urlset>
30 changes: 19 additions & 11 deletions index.md
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---
layout: posts
layout: single
title: "Continuous Patient Monitoring with AI: Real-Time Analysis of Video in Hospital Care Settings"
toc: true
toc_label: "Navigation"
toc_icon: "bars"
toc_sticky: false
header:
overlay_image: assets/images/overview.png
overlay_filter: 0.85
caption: "LookDeep Health System Overview. From Figure 1 of pre-print article."
actions:
- label: "Download Dataset - CSV file (3.88 MB)"
url: "https://raw.githubusercontent.com/lookdeep/ai-norms-2024/refs/heads/main/data/data_by_patient_hour_scrubbed.csv"
- label: "Get Code"
url: "https://github.com/lookdeep/ai-norms-2024"
---
**Authors**: Paolo Gutierrez Gabriel (corresponding), Peter Rehani, Tyler Troy, Tiffany Wyatt, Michael Choma and Narinder Singh

Expand All @@ -10,8 +23,7 @@ title: "Continuous Patient Monitoring with AI: Real-Time Analysis of Video in H
thank you for your patience.


## Welcome!

# Welcome!
![Figure 1 of pre-print](assets/images/overview.png "LookDeep Health System")
_Figure 1 of pre-print article_

Expand All @@ -20,10 +32,7 @@ You are likely here because you read the titled manuscript and are looking for t
Thank you for your interest in analyzing these anonymized computer vision predictions, aggregated at the patient-day-hour level.
We invite you to explore the trends reported in the manuscript (and more), and provide the materials below as support.

### Dataset
> [Raw data](https://raw.githubusercontent.com/lookdeep/ai-norms-2024/refs/heads/main/data/data_by_patient_hour_scrubbed.csv) - CSV file (3.88 MB)

# Dataset
This project page is about a new, fully anonymized dataset (unnamed).
This data consists of computer vision predictions recorded from hundreds of patients over a 6-month period, aggregated at the patient-day-hour level.

Expand Down Expand Up @@ -65,14 +74,14 @@ These trends provide hour-over-hour insight into various patient behvaiors and r
*Details*:
- computer vision predictions come from Models v4 and v5 -> see manuscript for evaluation

## Resources
# Resources
* [direct link to data](https://raw.githubusercontent.com/lookdeep/ai-norms-2024/refs/heads/main/data/data_by_patient_hour_scrubbed.csv) - CSV file (3.88 MB)
* [arXiv pre-print](https://arxiv.org/abs/2412.13152)
* [code repository](https://github.com/lookdeep/ai-norms-2024) - use `main` branch
* [LookDeep Health website](https://lookdeep.health/technology/)
* demo

## Citation
# Citation
If you would like to reference this work, please use:
```
@misc{gabriel2024continuouspatientmonitoringai,
Expand All @@ -85,7 +94,6 @@ If you would like to reference this work, please use:
url={https://arxiv.org/abs/2412.13152},
}
```
---
**Change Log**:
# Change Log
* 2024-12-17 : initialize project page and link to pre-print
* 2024-12-18 : update project page with dataset

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