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AI in Health |
692 FDA-approved AI health devices |
Source: FDA |
On October 19th the FDA updated its AI-enabled device list. Being the curious types we are (don't talk about the writing team -Ed.) we downloaded the data and looked at it for interesting insights.
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Imaging is #1
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When we looked at the types of devices being approved radiology and imaging was by far the leader. We charted the types that had 10 or more devices and only one wasn't explicitly imaging-related.
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Chart created with ChatGPT Plus from FDA data
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So Radiology is Also #1
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The focus on imaging means that most devices are associated with the radiology specialty; that makes sense. However, to see the extent of this concentration is still surprising.
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Chart created with ChatGPT Plus from FDA data
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Top Companies
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Next, we wanted to see which companies had the most devices in the list. Again, the focus on imaging wasn't surprising.
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Chart created with ChatGPT Plus from FDA data
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Approvals Over Time
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The FDA list is actually called the AI/ML devices list. So, when we are able to chart back to 1995 that is why. We ignored the years with zero approvals in the early days and showed the explosion of devices starting in 2018.
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Chart created with ChatGPT Plus from FDA data
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2023 isn't complete so we had ChatGPT estimate Q4. Which brings us to our final insight.
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Using ChatGPT Plus for Analysis
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For the first chart above we were going to re-learn how to use the Index command in Excel to pull in the code names from the FDA list of over 6,000. Instead, we used ChatGPT Plus with its Data Analysis mode. All the charts in this story were generated by ChatGPT Plus.
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If anyone wants a demo of how we did this just reply to the email and we can set up a demo on Zoom (we will ask only that you share the Klick Wire on LinkedIn in return).
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— Read the full story from FDA |
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Generative AI |
Top AI tools for marketers |
Source: MarketingProfs |
MarketingProfs has compiled a list of the five top AI tools in six categories. The categories end up overlapping a lot because "writing" could also be "content" but there are so many AI tools now it's impossible to know them all so having a short list is valuable.
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It's important to highlight that OpenAI's DALL-E is now linked to the ChatGPT Plus accounts. This combination has shown itself to be much more contextually aware than MidJourney. Here is an example of each with the prompt: "an oncologist in a well organized office telling a patient about their test results, the patient is sad :: photorealistic style"
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Sample images not connected to article
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The relationship between the actors in the DALL-E image is more nuanced and MidJourney has difficulty knowing which person is the doctor.
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Also, DALL-E goes out of its way to show different ethnicities when that is not specified in the prompt.
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Finally, we'll leave you with a tip. This video highlights how to use "Custom Instructions" (only available with ChatGPT Plus) to get even better DALL-E images.
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Glibatree's Custom Instructions tips (different link)
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— Read the full story from MarketingProfs |
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Regulatory |
FDA releases draft guidance on unapproved uses |
Source: FDA |
The FDA released a draft guidance last week that expands on its directions regarding off-label communications. In this case it is the supplying of scientific information with HCPs and this document intends to show firms how to stay on the right side of the FDA when doing that.
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Some of the information in the guidance about Scientific Information on Unapproved Uses (SIUU) highlights the do's and don'ts:
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SIUU communications should clearly and prominently present all disclosures recommended in this guidance
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SIUU communications should not use persuasive marketing techniques
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SIUU communications should be separate and distinct from promotional communications about approved uses of medical products
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SIUU communications should be shared through media and via platforms that enable firms to implement the recommendations in this guidance
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Firms should consider using plain language in the content they develop for SIUU communications to facilitate comprehension
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In the requirements for SIUU is also a link to the most current FDA-required labeling. The FDA wording is "mechanism for obtaining it" which we interpret as a link for digital communications. You can also see a review of the document in RAPS.
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— Read the full story from FDA |
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Navigating the AI Crawler Conundrum |
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As AI chatbots advance, how should we manage web crawler access to online life sciences environments? This timely Klick POV provides recommendations to ensure models are trained on accurate, compliant data.
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I WANT TO KNOW MORE
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Security |
Cyberattacks on healthcare getting bigger |
Source: Comparitech |
An article from Comparitech looks at the number and scale of cyberattacks on healthcare provider organizations. The numbers have been climbing and even though the last two years have been lower than the peak there is an obvious trend.
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Chart created with data from Comparitech source, *2023 to October
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We calculated the average patients in each attack and found that had been growing as well. So attacks are getting more common and larger. With the value of patient data one of the highest on the black market that makes logical sense.
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When Comparitech mapped out the attacks they mostly reflect the US population, so cybersecurity seems to be equally bad across all states.
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Image adapted for email from Comparitech source
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— Read the full story from Comparitech |
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Policy |
Public stances murky territory for brands |
Source: Gallup |
There are many stories about how brands should take a stand on societal issues, especially for Gen Z. The details under the headline are more nuanced and pharma brands should think hard about where and when to do this.
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Support Trending Down
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In the US, support overall for brands talking about issues has reduced from 2022.
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Image adapted for email from Gallup source
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Support Varies By Topic
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The support for taking a stand on different topics does vary. Climate change leads the list at 55% and Religion trails at 15%. Healthcare is fourth on the list at 49%.
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Image adapted for email from Gallup source
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The demographics do follow the traditional trend with Gen Z quite a it higher than the others.
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There are some combinations of topics and demographics that could make taking a stand worthwhile for brands, but by and large it may not be a useful approach for either patient or HCP audiences.
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— Read the full story from Gallup |
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Generative AI holds the potential to transform medicine, but naïvely expanding technology without thoughtful consideration can perpetuate outdated patient care methods. Check out Klick Health’s newest POV where we explore our ethical approach to AI innovation that keeps patients central.
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CHECK IT OUT
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Generative AI |
Nightshade poisons AI image algorithms |
Source: MIT Technology Review |
Artists are not happy that AI tools are taking their work, only slightly modifying it, and passing it off a unique work. A new tool called Nightshade is being set up to "poison" AIs and protect artists.
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If you've been ignoring AI topics, here is one of the images that Getty Images is using to show that Stable Diffusion is stealing many of their images. It doesn't even remove the watermark.
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Image adapted for email from MIT Technology Review source
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A new tool created by researchers looks to poison AI image generation by feeding them images that can distort what is created. In the image below the source image at the top are shown as what the poisoned AI generates at the bottom.
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Image adapted for email from MIT Technology Review source
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In the above image you can see that Dog becomes Cat and Car becomes Cow.
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Will AI models respond if this technology gets adopted? Yes. Likely it will result in what the authors want, which is ignoring poisoned images, but the vast majority of images on the internet aren't protected so the large AI models will likely not be affected.
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— Read the full story from MIT Technology Review |
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Social Media |
Lawsuits plague social platforms |
Source: Reuters |
If you say a company harms children you are guaranteed to trigger an emotional response. Meta is in the news now for a set of lawsuits from 33 states accusing the company of knowingly harming children for profit.
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This adds Meta to Bytedance (TikTok) and Google (YouTube) which already have lawsuits making similar claims.
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Any marketers working in Social Media should look to Common Sense Media, an independent non-profit that researches all types of media. They published a report that highlights both the good and the bad of social networks on young people.
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— Read the full story from Reuters |
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CRM |
Yes, they're really doing it (3rd-party cookies) |
Source: MediaPost |
Look on the bright side, at least when Google removes third-party cookies from Chrome the FTC won't have anything to complain about regarding medical information.
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Image adapted for email from MediaPost source
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Notice that the opt-in testing is already open. Google's Privacy Sandbox initiative is looking to help ad-based businesses survive the cookie-pocalypse and has tools available.
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“We are building a DevTools extension to facilitate analysis of cookie usage during browsing sessions,” Rowan Merewood, developer relations for Privacy Sandbox, wrote in a post. “This will provide debugging pathways for cookies, and Privacy Sandbox features, with access points to learn and understand the different aspects of the Privacy Sandbox initiative.”
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Also, while only 1% of browsers will be updated to deprecate third-party cookies in Q1 of 2024, the wording in the story sounds like it will be a ramp to all browsers by Q3. If so marketers need to understand that in Q2 their audiences could hit 50% cookies-disabled and their measurements will already be invalid.
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— Read the full story from MediaPost |
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