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@@ -180,7 +180,7 @@ <h2 id="getting-an-api-key">Getting an API Key</h2>
 <h2 id="sample-notebooks">Sample Notebooks</h2>
 <ul>
 <li>A more detailed version of this guide, <a href="https://colab.research.google.com/gist/georgezero/2e52ca00dcfade8ec4dad553657074a7/using-gpt-for-medical-imaging-and-data-analysis-in-the-siim-hackathon-rev-20230606.ipynb">Using GPT for Medical Imaging and Data Analysis in the SIIM Hackathon</a>, thanks to <a href="https://www.linkedin.com/in/howard-po-hao-chen-a04b082a/">Dr. Howard Chen</a></li>
-<li>Example asking GPT to generate a Jupyter Notebook doing FHIR and DICOMweb API Calls. One <a href="https://colab.research.google.com/gist/georgezero/5e47d843357fa57286ef8c25e13c25b2/mdai-gpt-4-api-demo.ipynb">Using GPT 4</a> and another <a href="https://colab.research.google.com/gist/georgezero/ab60da51114fe57089b29feb676c35f7/mdai-gpt-4-api-demo.ipynb">Using GPT 3.5</a> or <a href="https://colab.research.google.com/gist/georgezero/c5582934e980eeabcf38ad6d648cc4d9/mdai-gpt-4-api-demo.ipynb">Compare both side-by-side</a>, thanks to <a href="https://www.linkedin.com/in/georgenyc/">Dr. George Shih</a>.</li>
+<li>Example asking GPT to generate a Jupyter Notebook doing FHIR and DICOMweb API Calls. One <a href="https://colab.research.google.com/gist/georgezero/98069d9133b2d45b90d03dd53bc488dc/mdai-gpt-4-api-siim-hackathon-2023-example-rev-20230606.ipynb">Using GPT 4</a> and another <a href="https://colab.research.google.com/gist/georgezero/f9d87413469663b37a5801968d027596/mdai-gpt4-and-gpt35-api-siim-hackathon-2023-example-ipynb-rev-20230606.ipynb">Using GPT 3.5 side-by-side with GPT 4</a>, thanks to <a href="https://www.linkedin.com/in/georgenyc/">Dr. George Shih</a>.</li>
 </ul>
 <h2 id="keep-in-mind">Keep in mind...</h2>
 <p>Please note that OpenAI's GPT generated code only serves a starting point and may not work as-is against the Hackathon server for a variety of reasons. Some basic troubleshooting and minor tweaks might be necessary. Don't be afraid to ask for help if you get stuck!</p>
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@@ -154,5 +154,5 @@ <h2 id="participating-in-the-siim-hackathon">Participating in the SIIM Hackathon
 
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