{"version":"1.0.0","segments":[{"startTime":0.0,"endTime":3.3,"body":"Is artificial intelligence"},{"startTime":0.0,"endTime":3.3,"body":"gonna revolutionize healthcare?"},{"startTime":3.75,"endTime":6.06,"body":"Let's find out with"},{"startTime":3.75,"endTime":6.06,"body":"today's special guest, Dr."},{"startTime":6.29,"endTime":8.7,"body":"Johanni Sahd on today's episode."},{"startTime":14.35,"endTime":17.955,"body":"Welcome to the Artificial Intelligence"},{"startTime":14.35,"endTime":17.955,"body":"Podcast, where we make AI simple,"},{"startTime":18.065,"endTime":21.235,"body":"practical, and accessible for"},{"startTime":18.065,"endTime":21.235,"body":"small business owners and leaders."},{"startTime":21.335,"endTime":24.395,"body":"Forget the complicated T talk"},{"startTime":21.335,"endTime":24.395,"body":"or expensive consultants."},{"startTime":24.465,"endTime":27.555,"body":"This is where you'll learn how to"},{"startTime":24.465,"endTime":27.555,"body":"implement AI strategies that are"},{"startTime":27.555,"endTime":30.635,"body":"easy to understand and can make"},{"startTime":27.555,"endTime":30.635,"body":"a big impact for your business."},{"startTime":30.735,"endTime":33.875,"body":"The Artificial Intelligence Podcast"},{"startTime":30.735,"endTime":33.875,"body":"is brought to you by fraction a IO."},{"startTime":34.14,"endTime":37.64,"body":"The trusted partner for AI Digital"},{"startTime":34.14,"endTime":37.64,"body":"Transformation at fraction A IO, we"},{"startTime":37.64,"endTime":41.16,"body":"help small and medium sized businesses"},{"startTime":37.64,"endTime":41.16,"body":"boost revenue by eliminating time"},{"startTime":41.16,"endTime":44.28,"body":"wasting non-revenue generating"},{"startTime":41.16,"endTime":44.28,"body":"tasks that frustrate your team."},{"startTime":44.39,"endTime":47.72,"body":"With our custom AI bots, tools"},{"startTime":44.39,"endTime":47.72,"body":"and automations, we make it"},{"startTime":47.72,"endTime":50.64,"body":"easy to shift your team's focus"},{"startTime":47.72,"endTime":50.64,"body":"to the tasks that matter most."},{"startTime":50.75,"endTime":54.48,"body":"Driving growth and results,"},{"startTime":50.75,"endTime":54.48,"body":"we guide you through a smooth."},{"startTime":55.155,"endTime":58.835,"body":"Seamless transition to ai ensuring you"},{"startTime":55.155,"endTime":58.835,"body":"avoid costly mistakes and invest in"},{"startTime":58.835,"endTime":60.795,"body":"the tools that truly deliver value."},{"startTime":60.925,"endTime":61.915,"body":"Don't get left behind."},{"startTime":62.055,"endTime":65.475,"body":"Let fraction aio o help you stay"},{"startTime":62.055,"endTime":65.475,"body":"ahead in today's AI driven world."},{"startTime":65.605,"endTime":66.195,"body":"Learn more."},{"startTime":66.495,"endTime":66.995,"body":"Get started."},{"startTime":67.515,"endTime":69.075,"body":"Fraction aio.com."},{"startTime":72.424,"endTime":76.724,"body":"Now I'm really excited to"},{"startTime":72.424,"endTime":76.724,"body":"have you here because usually"},{"startTime":76.854,"endTime":78.644,"body":"healthcare moves very slowly."},{"startTime":79.199,"endTime":82.764,"body":"Because there's a lot more red tape,"},{"startTime":79.199,"endTime":82.764,"body":"because there's so many things that are"},{"startTime":82.764,"endTime":86.444,"body":"important, like patient confidentiality,"},{"startTime":82.764,"endTime":86.444,"body":"and we require longer studies."},{"startTime":86.664,"endTime":92.004,"body":"And what we've seen is that some companies"},{"startTime":86.664,"endTime":92.004,"body":"just jump right into AI super fast, but"},{"startTime":92.004,"endTime":94.924,"body":"in healthcare especially, we have some"},{"startTime":92.004,"endTime":94.924,"body":"more protections that kind of require"},{"startTime":95.404,"endTime":96.924,"body":"a little bit of a slower transition."},{"startTime":97.784,"endTime":102.884,"body":"So do you think that's a benefit for like"},{"startTime":97.784,"endTime":102.884,"body":"hospitals and doctors that they can make"},{"startTime":103.044,"endTime":106.484,"body":"a little bit more cautious decisions or"},{"startTime":103.044,"endTime":106.484,"body":"do you think it's gonna leave them behind?"},{"startTime":107.204,"endTime":107.324,"body":"I."},{"startTime":109.254,"endTime":110.764,"body":"Jonathan, thank you for inviting me."},{"startTime":110.984,"endTime":116.164,"body":"Things designed for a reason, and I know"},{"startTime":110.984,"endTime":116.164,"body":"we like to blame a lot of healthcare"},{"startTime":116.244,"endTime":121.244,"body":"participants in a slow rate of adoption,"},{"startTime":116.244,"endTime":121.244,"body":"but in healthcare, we cannot move"},{"startTime":121.244,"endTime":125.924,"body":"fast and break things because breaking"},{"startTime":121.244,"endTime":125.924,"body":"things here means a lot of negative"},{"startTime":125.924,"endTime":130.604,"body":"things On the same time, there is"},{"startTime":125.924,"endTime":130.604,"body":"always a way to move faster, right?"},{"startTime":130.744,"endTime":134.124,"body":"So can we move as far as"},{"startTime":130.744,"endTime":134.124,"body":"the front end frameworks?"},{"startTime":134.224,"endTime":134.444,"body":"No."},{"startTime":134.879,"endTime":139.499,"body":"We cannot, can we move faster"},{"startTime":134.879,"endTime":139.499,"body":"than the glacier pace we've"},{"startTime":139.499,"endTime":140.939,"body":"been using in a lot of industry?"},{"startTime":141.039,"endTime":141.259,"body":"Yes."},{"startTime":141.639,"endTime":143.899,"body":"So I think the question is not."},{"startTime":144.999,"endTime":147.259,"body":"Is healthcare capable of moving faster?"},{"startTime":147.309,"endTime":151.669,"body":"Healthcare and pretty much any innovation"},{"startTime":147.309,"endTime":151.669,"body":"you look at, it's definitely capable"},{"startTime":151.849,"endTime":157.389,"body":"of moving faster and putting more"},{"startTime":151.849,"endTime":157.389,"body":"efforts in a very targeted discoveries."},{"startTime":157.969,"endTime":161.779,"body":"Very often in the healthcare especially,"},{"startTime":157.969,"endTime":161.779,"body":"things you talk about integrating"},{"startTime":161.779,"endTime":163.939,"body":"the data with legal frameworks."},{"startTime":165.099,"endTime":169.239,"body":"It's coming not from, inability"},{"startTime":165.099,"endTime":169.239,"body":"of a new technology to implement"},{"startTime":169.259,"endTime":170.879,"body":"or ideas how to do it safely."},{"startTime":171.549,"endTime":175.229,"body":"It's coming from, analysis paralysis,"},{"startTime":171.549,"endTime":175.229,"body":"pitis where you're trying too many"},{"startTime":175.229,"endTime":178.829,"body":"things and cannot come up with, there"},{"startTime":175.229,"endTime":178.829,"body":"are things, or frankly, regulatory"},{"startTime":178.859,"endTime":184.229,"body":"confusion because the reaction when you"},{"startTime":178.859,"endTime":184.229,"body":"don't really know what to do, right?"},{"startTime":184.229,"endTime":186.189,"body":"Even if you know how to do it safely."},{"startTime":187.584,"endTime":192.774,"body":"Is either not do anything, which is,"},{"startTime":187.584,"endTime":192.774,"body":"most common reaction or something that's"},{"startTime":192.934,"endTime":197.334,"body":"actually help us to propel to the current"},{"startTime":192.934,"endTime":197.334,"body":"state is design it as a clinical study."},{"startTime":197.334,"endTime":201.844,"body":"Something that we can do under, in,"},{"startTime":197.334,"endTime":201.844,"body":"internal board review and do it this way."},{"startTime":202.394,"endTime":203.104,"body":"Which is great."},{"startTime":203.174,"endTime":207.584,"body":"It's a great way to create evidence and"},{"startTime":203.174,"endTime":207.584,"body":"do the real science in implementation"},{"startTime":207.634,"endTime":211.404,"body":"world when you have to build, previous"},{"startTime":207.634,"endTime":211.404,"body":"technology that's been already proven"},{"startTime":211.504,"endTime":216.684,"body":"or maybe technology that may improve"},{"startTime":211.504,"endTime":216.684,"body":"your experience and not necessary,"},{"startTime":216.714,"endTime":218.164,"body":"make like a clinical impact."},{"startTime":218.684,"endTime":223.984,"body":"A lot of time this is maybe significant"},{"startTime":218.684,"endTime":223.984,"body":"overhead that slow things down."},{"startTime":227.944,"endTime":228.604,"body":"One thing that's."},{"startTime":229.094,"endTime":234.409,"body":"Always fascinated me is that in medical"},{"startTime":229.094,"endTime":234.409,"body":"field, the buying cycle's often very long."},{"startTime":234.469,"endTime":238.089,"body":"If there's a new machine, whether"},{"startTime":234.469,"endTime":238.089,"body":"it's a CAT scan or an MRI, it's often"},{"startTime":238.289,"endTime":241.129,"body":"a three year cycle between when you"},{"startTime":238.289,"endTime":241.129,"body":"first start thinking about it and"},{"startTime":241.129,"endTime":242.249,"body":"when it shows up in the hospital."},{"startTime":242.749,"endTime":246.249,"body":"And when I think about all those patients"},{"startTime":242.749,"endTime":246.249,"body":"that maybe needed that particular scan"},{"startTime":246.249,"endTime":250.849,"body":"during that time, why is the buying"},{"startTime":246.249,"endTime":250.849,"body":"cycle so long and is three years"},{"startTime":251.129,"endTime":252.489,"body":"accurate or is that just the government."},{"startTime":254.114,"endTime":258.444,"body":"I, again, if you think three"},{"startTime":254.114,"endTime":258.444,"body":"three years of buying cycles,"},{"startTime":258.444,"endTime":259.564,"body":"it's usually shorter, right?"},{"startTime":259.584,"endTime":262.764,"body":"If we talk about proven equipment,"},{"startTime":259.584,"endTime":262.764,"body":"to be honest, because there is"},{"startTime":262.764,"endTime":264.724,"body":"no reason for it to be so long."},{"startTime":264.774,"endTime":270.454,"body":"The government procurement is notoriously"},{"startTime":264.774,"endTime":270.454,"body":"slow, but and not necessary in years."},{"startTime":270.464,"endTime":270.814,"body":"Years."},{"startTime":271.464,"endTime":275.774,"body":"Think about how many years does it take"},{"startTime":271.464,"endTime":275.774,"body":"for this kind of machines to get into the."},{"startTime":276.274,"endTime":280.289,"body":"Because I think the sourcing and"},{"startTime":276.274,"endTime":280.289,"body":"procurement from the proper vendor"},{"startTime":280.749,"endTime":284.129,"body":"and registering in the vendor system"},{"startTime":280.749,"endTime":284.129,"body":"and selecting the one is one thing,"},{"startTime":284.629,"endTime":291.569,"body":"but decades and decades that I take"},{"startTime":284.629,"endTime":291.569,"body":"from research, I. And proven machine"},{"startTime":291.629,"endTime":292.809,"body":"to actually get in the market."},{"startTime":292.969,"endTime":298.129,"body":"I think that's the real problem because"},{"startTime":292.969,"endTime":298.129,"body":"we always can fix supply chain if we"},{"startTime":298.129,"endTime":302.369,"body":"truly have the need and if people trying"},{"startTime":298.129,"endTime":302.369,"body":"to get it, there are way to do it."},{"startTime":302.389,"endTime":307.529,"body":"For example, even for MRI Machine that"},{"startTime":302.389,"endTime":307.529,"body":"you cited, yes, it may take very long for"},{"startTime":307.549,"endTime":312.089,"body":"you to actually get one in your hospital,"},{"startTime":307.549,"endTime":312.089,"body":"and a lot of this is a combination of"},{"startTime":312.229,"endTime":317.409,"body":"you financing, installing, finding the"},{"startTime":312.229,"endTime":317.409,"body":"right . A place to install it, right?"},{"startTime":317.409,"endTime":318.609,"body":"Preparing your hospital."},{"startTime":318.949,"endTime":320.449,"body":"But there are way to address it."},{"startTime":320.449,"endTime":324.269,"body":"You can put, external machine to start"},{"startTime":320.449,"endTime":324.269,"body":"using it immediately and bringing it"},{"startTime":324.269,"endTime":326.749,"body":"to your patient if you if you want."},{"startTime":327.529,"endTime":333.639,"body":"But if new type of AI driven technology"},{"startTime":327.529,"endTime":333.639,"body":"that's implanted in your, cardiac device,"},{"startTime":333.739,"endTime":335.919,"body":"for example, trying to enter the market."},{"startTime":337.114,"endTime":342.614,"body":"And right now, for example,"},{"startTime":337.114,"endTime":342.614,"body":"there is a not very clear pathway"},{"startTime":342.994,"endTime":347.414,"body":"for the non-deterministic,"},{"startTime":342.994,"endTime":347.414,"body":"generative AI driven devices."},{"startTime":349.374,"endTime":350.274,"body":"That's maybe a problem."},{"startTime":350.374,"endTime":353.914,"body":"That's, that definitely will make"},{"startTime":350.374,"endTime":353.914,"body":"things longer and more complicated."},{"startTime":356.059,"endTime":359.709,"body":"One of the things that I sometimes"},{"startTime":356.059,"endTime":359.709,"body":"think about is you have confidentiality"},{"startTime":359.709,"endTime":362.989,"body":"with a lawyer, but if another person's"},{"startTime":359.709,"endTime":362.989,"body":"in the room, the confidentiality is"},{"startTime":362.989,"endTime":365.869,"body":"broken, you don't have it anymore because"},{"startTime":362.989,"endTime":365.869,"body":"there's someone who is not part of"},{"startTime":366.289,"endTime":368.069,"body":"the confidentiality nest who's there."},{"startTime":368.569,"endTime":371.869,"body":"And when you're having AI in the"},{"startTime":368.569,"endTime":371.869,"body":"room, we haven't really figured out"},{"startTime":371.919,"endTime":373.709,"body":"where an AI fits on the spectrum."},{"startTime":375.614,"endTime":379.464,"body":"With HIPAA and with the importance of kind"},{"startTime":375.614,"endTime":379.464,"body":"of patient records and that there's this"},{"startTime":380.034,"endTime":384.264,"body":"worry that the AI will remember or will"},{"startTime":380.034,"endTime":384.264,"body":"learn from things it's not supposed to"},{"startTime":384.264,"endTime":389.674,"body":"listen to, and that even when you promise"},{"startTime":384.264,"endTime":389.674,"body":"all these big companies go, we promise the"},{"startTime":389.704,"endTime":391.354,"body":"AI's not listening in these situations."},{"startTime":392.054,"endTime":393.624,"body":"And it's thank you for your promise."},{"startTime":394.674,"endTime":397.634,"body":"But it's like I sometimes think about when"},{"startTime":394.674,"endTime":397.634,"body":"there's like a court case and they say"},{"startTime":397.634,"endTime":399.034,"body":"to the jury, forget that he said that."},{"startTime":399.034,"endTime":401.184,"body":"And it's  now they're definitely"},{"startTime":399.034,"endTime":401.184,"body":"not going to forget that, right?"},{"startTime":401.184,"endTime":403.424,"body":"Because it's like the most exciting"},{"startTime":401.184,"endTime":403.424,"body":"thing that's happened all day."},{"startTime":403.894,"endTime":406.134,"body":"It's you can't, how are you"},{"startTime":403.894,"endTime":406.134,"body":"gonna make me forget it?"},{"startTime":406.134,"endTime":408.334,"body":"It's the first time you started"},{"startTime":406.134,"endTime":408.334,"body":"smashing the gavel down and"},{"startTime":408.334,"endTime":409.254,"body":"you're saying to forget it."},{"startTime":409.254,"endTime":411.574,"body":"Now I'm thinking about, it's like"},{"startTime":409.254,"endTime":411.574,"body":"when I say don't think about a pink"},{"startTime":411.774,"endTime":413.214,"body":"elephant, always about speak elephant."},{"startTime":413.954,"endTime":418.654,"body":"So I just wonder if that's one of"},{"startTime":413.954,"endTime":418.654,"body":"the areas that causes hesitation."},{"startTime":418.654,"endTime":419.254,"body":"There's this."},{"startTime":420.494,"endTime":426.744,"body":"Fear of the incidental HIPAA violation"},{"startTime":420.494,"endTime":426.744,"body":"or kind of this hesitation because"},{"startTime":426.774,"endTime":429.584,"body":"it's now, it's a learning machine"},{"startTime":426.774,"endTime":429.584,"body":"and it changes the dynamic because"},{"startTime":429.604,"endTime":431.464,"body":"it listens and remembers everything."},{"startTime":433.274,"endTime":437.534,"body":"So machine by itself cannot"},{"startTime":433.274,"endTime":437.534,"body":"do anything right now."},{"startTime":437.774,"endTime":439.164,"body":"We're still in 2025."},{"startTime":439.884,"endTime":443.484,"body":"I know we are very concerned"},{"startTime":439.884,"endTime":443.484,"body":"about Skynet like technology,"},{"startTime":443.624,"endTime":445.404,"body":"but let's get things straight."},{"startTime":445.594,"endTime":445.884,"body":"Okay."},{"startTime":446.964,"endTime":449.104,"body":"Our current generation is not ent."},{"startTime":449.164,"endTime":451.464,"body":"It cannot do anything"},{"startTime":449.164,"endTime":451.464,"body":"without humans doing it."},{"startTime":452.014,"endTime":456.514,"body":"I'm not sure what promise truly"},{"startTime":452.014,"endTime":456.514,"body":"means  in this case, right?"},{"startTime":456.584,"endTime":460.994,"body":"Like you, you have a legal obligation"},{"startTime":456.584,"endTime":460.994,"body":"you need to follow and you need"},{"startTime":460.994,"endTime":464.514,"body":"to have a disclosure that you"},{"startTime":460.994,"endTime":464.514,"body":"need to do and actually enforce."},{"startTime":465.124,"endTime":469.034,"body":"For example from the MBN documentation,"},{"startTime":465.124,"endTime":469.034,"body":"like the data collection."},{"startTime":469.329,"endTime":474.909,"body":"For example, when the doctor putting a"},{"startTime":469.329,"endTime":474.909,"body":"technology in the room, when, I'm seeing"},{"startTime":474.909,"endTime":480.239,"body":"you as a patient or someone doing it"},{"startTime":474.909,"endTime":480.239,"body":"and this AI tool doing my notes, right?"},{"startTime":480.309,"endTime":484.119,"body":"It's helping me to document faster, which"},{"startTime":480.309,"endTime":484.119,"body":"by the way is a great thing because it's"},{"startTime":484.119,"endTime":490.559,"body":"helping so many clinicians not to stay"},{"startTime":484.119,"endTime":490.559,"body":"longer at the job and cutting by times."},{"startTime":493.309,"endTime":497.929,"body":"The way system implemented, it's"},{"startTime":493.309,"endTime":497.929,"body":"used for one particular documentation"},{"startTime":497.929,"endTime":501.929,"body":"parts, and then as soon as the"},{"startTime":497.929,"endTime":501.929,"body":"visit is done, it's removed, right?"},{"startTime":502.029,"endTime":505.329,"body":"If I have to reuse it for"},{"startTime":502.029,"endTime":505.329,"body":"anything else, for example, model"},{"startTime":505.329,"endTime":508.089,"body":"improvement, I need to have explicit."},{"startTime":508.929,"endTime":509.539,"body":"Agreement."},{"startTime":509.539,"endTime":510.539,"body":"Which is not promise."},{"startTime":511.054,"endTime":515.424,"body":"It's a legal agreement with the"},{"startTime":511.054,"endTime":515.424,"body":"vendor to actually purge the data."},{"startTime":516.044,"endTime":522.134,"body":"And I, when I buy it as a software have"},{"startTime":516.044,"endTime":522.134,"body":"to review, it is actually part of my"},{"startTime":522.134,"endTime":526.694,"body":"responsibility as a clinical leader and"},{"startTime":522.134,"endTime":526.694,"body":"IT leader to ensure that a, I understand"},{"startTime":526.714,"endTime":529.254,"body":"how my data being collected, reused."},{"startTime":532.109,"endTime":536.279,"body":"Outside of intended use case, even"},{"startTime":532.109,"endTime":536.279,"body":"in an anonymized perspective, I think"},{"startTime":536.699,"endTime":541.559,"body":"that's probably the biggest fear you"},{"startTime":536.699,"endTime":541.559,"body":"verbalize because unfortunately we"},{"startTime":541.559,"endTime":546.779,"body":"have a lot of instances where vendors"},{"startTime":541.559,"endTime":546.779,"body":"may get out of agreements with a"},{"startTime":546.779,"endTime":551.859,"body":"healthcare providers or maybe technology"},{"startTime":546.779,"endTime":551.859,"body":"company anonymize the data and then"},{"startTime":551.859,"endTime":554.179,"body":"start reselling this for the outcomes."},{"startTime":554.729,"endTime":559.999,"body":"A lot of things need to stop and"},{"startTime":554.729,"endTime":559.999,"body":"frankly, some of the delay in bringing"},{"startTime":559.999,"endTime":564.959,"body":"smaller vendors that may allow you"},{"startTime":559.999,"endTime":564.959,"body":"to actually do fast experimentation"},{"startTime":565.059,"endTime":566.559,"body":"is related to that exact point."},{"startTime":567.099,"endTime":571.759,"body":"For example, every time I bring a"},{"startTime":567.099,"endTime":571.759,"body":"vendor that's new in doing something,"},{"startTime":571.859,"endTime":577.239,"body":"invasive from a data perspective, I"},{"startTime":571.859,"endTime":577.239,"body":"need to ensure that the vendor a, not"},{"startTime":577.389,"endTime":580.559,"body":"just have it in writing, but truly"},{"startTime":577.389,"endTime":580.559,"body":"knows what they're talking about."},{"startTime":581.169,"endTime":585.554,"body":"Because it's pretty easy to use"},{"startTime":581.169,"endTime":585.554,"body":"chat GPT or standard legal templates"},{"startTime":585.554,"endTime":588.594,"body":"and say, oh, we are doing all of"},{"startTime":585.554,"endTime":588.594,"body":"the above without really doing it."},{"startTime":588.594,"endTime":593.314,"body":"Because a lot of us do not have"},{"startTime":588.594,"endTime":593.314,"body":"mechanism of auditing every vendor."},{"startTime":593.934,"endTime":596.074,"body":"We have to believe in"},{"startTime":593.934,"endTime":596.074,"body":"third party certification."},{"startTime":596.284,"endTime":598.424,"body":"And that's the beauty"},{"startTime":596.284,"endTime":598.424,"body":"of a good certification."},{"startTime":598.814,"endTime":603.224,"body":"Unfortunately, when you talk about"},{"startTime":598.814,"endTime":603.224,"body":"the very small vendors pilot level."},{"startTime":603.844,"endTime":606.164,"body":"A lot of them may not have it yet."},{"startTime":606.174,"endTime":608.994,"body":"And say, we gonna do it when"},{"startTime":606.174,"endTime":608.994,"body":"we reach a certain point."},{"startTime":609.604,"endTime":613.404,"body":"Those risks are unacceptable for"},{"startTime":609.604,"endTime":613.404,"body":"many enterprises and they never do."},{"startTime":613.404,"endTime":617.424,"body":"The pilots, some other groups, the,"},{"startTime":613.404,"endTime":617.424,"body":"especially the one with innovation"},{"startTime":617.534,"endTime":619.544,"body":"hubs going and spending time."},{"startTime":620.244,"endTime":625.464,"body":"But in the core of this is actually"},{"startTime":620.244,"endTime":625.464,"body":"outdated legislation that we have"},{"startTime":625.464,"endTime":628.864,"body":"right now because HIPAA was created"},{"startTime":625.464,"endTime":628.864,"body":"in a world where we had facts."},{"startTime":629.929,"endTime":632.319,"body":"HIPAA was not created for the web world."},{"startTime":633.169,"endTime":638.529,"body":"HIPAA was not created for, the world"},{"startTime":633.169,"endTime":638.529,"body":"where we potentially have an incredibly"},{"startTime":638.929,"endTime":644.609,"body":"efficient systems that can collect and"},{"startTime":638.929,"endTime":644.609,"body":"analyze gigabytes of information a minute"},{"startTime":645.389,"endTime":647.769,"body":"and pull from multiple data sources."},{"startTime":649.129,"endTime":651.349,"body":"So we need to rethink a lot of the time."},{"startTime":651.529,"endTime":657.379,"body":"And unfortunately the current model"},{"startTime":651.529,"endTime":657.379,"body":"of incentives still incentivize actors"},{"startTime":657.599,"endTime":659.379,"body":"to source the data and sell the data."},{"startTime":659.449,"endTime":660.499,"body":"It's true in social media."},{"startTime":661.454,"endTime":664.564,"body":"Which is unfortunately"},{"startTime":661.454,"endTime":664.564,"body":"following us, right?"},{"startTime":664.564,"endTime":668.304,"body":"And I think you've seen a lot of"},{"startTime":664.564,"endTime":668.304,"body":"this unfortunate reports where"},{"startTime":668.804,"endTime":672.304,"body":"ad networks were following your"},{"startTime":668.804,"endTime":672.304,"body":"location even without your explicit"},{"startTime":672.304,"endTime":674.144,"body":"permission, which is unacceptable."},{"startTime":674.684,"endTime":679.624,"body":"And similar things happen in some"},{"startTime":674.684,"endTime":679.624,"body":"of the tracking, unfortunately,"},{"startTime":679.624,"endTime":680.664,"body":"from the healthcare system."},{"startTime":680.664,"endTime":685.534,"body":"Because if I'm not a healthcare entity if"},{"startTime":680.664,"endTime":685.534,"body":"I'm not unsure, if I'm not a clinician."},{"startTime":687.634,"endTime":689.354,"body":"I actually don't have to follow."},{"startTime":690.449,"endTime":694.959,"body":"So if I'm just a random, step tracker"},{"startTime":690.449,"endTime":694.959,"body":"that's saying Jonathan, can you"},{"startTime":694.959,"endTime":700.599,"body":"please give me access to your health"},{"startTime":694.959,"endTime":700.599,"body":"records right on Apple or Google Fit?"},{"startTime":701.059,"endTime":704.759,"body":"And you give all of that and they"},{"startTime":701.059,"endTime":704.759,"body":"pull your medical information, you're"},{"startTime":704.879,"endTime":706.119,"body":"actually not protected by hipaa."},{"startTime":706.119,"endTime":709.159,"body":"So don't, you don't even have to bring it."},{"startTime":709.309,"endTime":712.279,"body":"They can actually anonymize"},{"startTime":709.309,"endTime":712.279,"body":"and do anything they want."},{"startTime":712.829,"endTime":716.129,"body":"Inside what they describe in"},{"startTime":712.829,"endTime":716.129,"body":"their user agreement and those"},{"startTime":716.129,"endTime":717.859,"body":"user agreements usually very"},{"startTime":717.859,"endTime":718.179,"body":"vague."},{"startTime":721.589,"endTime":722.639,"body":"Yeah, I've seen that."},{"startTime":724.574,"endTime":729.024,"body":"It's the, it's like the patients who"},{"startTime":724.574,"endTime":729.024,"body":"are the wildest with their data where"},{"startTime":729.024,"endTime":731.904,"body":"they say things like, I saw there"},{"startTime":729.024,"endTime":731.904,"body":"was a campaign on Twitter to upload"},{"startTime":731.904,"endTime":733.704,"body":"your x-rays or upload your scans."},{"startTime":734.604,"endTime":738.624,"body":"And I'm sure plenty of people I know we"},{"startTime":734.604,"endTime":738.624,"body":"do this where we'll get a result from the"},{"startTime":738.624,"endTime":743.624,"body":"doctor and x-ray and take a picture and"},{"startTime":738.624,"endTime":743.624,"body":"have the AI scan it and get feedback, but."},{"startTime":744.459,"endTime":747.319,"body":"Try not to certainly not your entire"},{"startTime":744.459,"endTime":747.319,"body":"set of medical records, right?"},{"startTime":747.619,"endTime":751.319,"body":"So sometimes it really helps to"},{"startTime":747.619,"endTime":751.319,"body":"understand something or you get a"},{"startTime":751.439,"endTime":752.879,"body":"prescription, it's what does this drug do?"},{"startTime":752.879,"endTime":753.799,"body":"What does this drug do?"},{"startTime":753.799,"endTime":758.839,"body":"So there can be some usefulness there, but"},{"startTime":753.799,"endTime":758.839,"body":"I certainly, there are people who maybe"},{"startTime":758.839,"endTime":762.679,"body":"they do upload their entire record or to"},{"startTime":758.839,"endTime":762.679,"body":"a social media platform, which obviously"},{"startTime":762.799,"endTime":764.519,"body":"is like the wildest decision you can make."},{"startTime":765.179,"endTime":768.979,"body":"But we see more and more where people,"},{"startTime":765.179,"endTime":768.979,"body":"like they share more and more of"},{"startTime":768.979,"endTime":770.339,"body":"their private lives via social media."},{"startTime":770.339,"endTime":773.979,"body":"Like they wanna be an influencer"},{"startTime":770.339,"endTime":773.979,"body":"and they share like stuff that you"},{"startTime":773.979,"endTime":778.139,"body":"would never talk about or places"},{"startTime":773.979,"endTime":778.139,"body":"you would think are super private."},{"startTime":778.239,"endTime":782.339,"body":"Now they're doing dances and more"},{"startTime":778.239,"endTime":782.339,"body":"and more private information in"},{"startTime":782.339,"endTime":784.739,"body":"the background of these videos"},{"startTime":782.339,"endTime":784.739,"body":"and the AI can scan everything."},{"startTime":784.739,"endTime":789.339,"body":"So we're starting to get into this"},{"startTime":784.739,"endTime":789.339,"body":"world where data is just everywhere and."},{"startTime":790.844,"endTime":793.864,"body":"I'm really fascinated by the"},{"startTime":790.844,"endTime":793.864,"body":"thing with 23 and me, right?"},{"startTime":794.184,"endTime":796.464,"body":"Everyone gave 23 and me their"},{"startTime":794.184,"endTime":796.464,"body":"most intimate data, right?"},{"startTime":796.464,"endTime":800.904,"body":"Their genome, and then it's the"},{"startTime":796.464,"endTime":800.904,"body":"board of directors resigned."},{"startTime":801.404,"endTime":805.004,"body":"They, their idea of like DNA health"},{"startTime":801.404,"endTime":805.004,"body":"never worked, or they have the"},{"startTime":805.124,"endTime":809.364,"body":"research part never worked out yet,"},{"startTime":805.124,"endTime":809.364,"body":"and the running outta money, and if"},{"startTime":809.364,"endTime":811.164,"body":"someone else buys all of that data."},{"startTime":813.584,"endTime":815.114,"body":"They could do whatever"},{"startTime":813.584,"endTime":815.114,"body":"they want with it, right?"},{"startTime":815.114,"endTime":819.354,"body":"Because now it's even, it's not"},{"startTime":815.114,"endTime":819.354,"body":"even limited by whatever kind of"},{"startTime":819.354,"endTime":822.994,"body":"terms of service or conditions or"},{"startTime":819.354,"endTime":822.994,"body":"promises that the first company made"},{"startTime":823.144,"endTime":826.154,"body":"because the second company bought it"},{"startTime":823.144,"endTime":826.154,"body":"without making any of those promises."},{"startTime":826.674,"endTime":826.794,"body":"I."},{"startTime":828.389,"endTime":831.199,"body":"So I'll start with social"},{"startTime":828.389,"endTime":831.199,"body":"media, Jonathan first."},{"startTime":831.459,"endTime":832.719,"body":"We live in a free society."},{"startTime":833.259,"endTime":837.719,"body":"As long as I'm informed and"},{"startTime":833.259,"endTime":837.719,"body":"I am adult, I can do anything"},{"startTime":837.799,"endTime":839.079,"body":"I want with my data period."},{"startTime":839.229,"endTime":841.599,"body":"Like I'm not here to"},{"startTime":839.229,"endTime":841.599,"body":"lecture you on what you do."},{"startTime":841.599,"endTime":846.359,"body":"If you want to start publicly"},{"startTime":841.599,"endTime":846.359,"body":"uploading your medical data, your"},{"startTime":846.439,"endTime":847.759,"body":"sequencing data and everything."},{"startTime":848.269,"endTime":848.849,"body":"God bless you."},{"startTime":848.849,"endTime":849.409,"body":"That's your choice."},{"startTime":849.959,"endTime":852.339,"body":"And there are certain benefit"},{"startTime":849.959,"endTime":852.339,"body":"to a lot of that, right?"},{"startTime":852.339,"endTime":857.099,"body":"Like co-discovery, especially for"},{"startTime":852.339,"endTime":857.099,"body":"rare diseases or some of the thing"},{"startTime":857.099,"endTime":860.299,"body":"that's maybe harder to manage and"},{"startTime":857.099,"endTime":860.299,"body":"you are learning from community."},{"startTime":860.719,"endTime":865.869,"body":"So there are certainly, benefit of sharing"},{"startTime":860.719,"endTime":865.869,"body":"this information as long as you are"},{"startTime":866.149,"endTime":868.649,"body":"informed and it's your conscious decision."},{"startTime":869.794,"endTime":873.234,"body":"I, I think the biggest challenge"},{"startTime":869.794,"endTime":873.234,"body":"is happening where a lot of"},{"startTime":873.234,"endTime":876.394,"body":"this happens under the umbrella"},{"startTime":873.234,"endTime":876.394,"body":"of safety and protection."},{"startTime":876.444,"endTime":880.984,"body":"I'm going into the some app where I"},{"startTime":876.444,"endTime":880.984,"body":"expect some degree of privacy, right?"},{"startTime":880.984,"endTime":885.504,"body":"Just call some kind of a doctor or"},{"startTime":880.984,"endTime":885.504,"body":"maybe some intelligent chat and instead"},{"startTime":885.504,"endTime":889.944,"body":"of, just giving me an answer because"},{"startTime":885.504,"endTime":889.944,"body":"misunderstand, understanding of a"},{"startTime":889.989,"endTime":891.349,"body":"clinical information is a real thing."},{"startTime":891.369,"endTime":894.789,"body":"So people are seeking a lot"},{"startTime":891.369,"endTime":894.789,"body":"of help into all of this."},{"startTime":894.849,"endTime":898.749,"body":"So instead of just answers, I'm"},{"startTime":894.849,"endTime":898.749,"body":"getting, so far maybe incorrect"},{"startTime":898.749,"endTime":902.469,"body":"hallucinated answers and unfortunately"},{"startTime":898.749,"endTime":902.469,"body":"harvested my information."},{"startTime":902.669,"endTime":905.509,"body":"I think that's the real with."},{"startTime":906.419,"endTime":911.019,"body":"With X. It's an interesting part"},{"startTime":906.419,"endTime":911.019,"body":"because if you upload your x-ray"},{"startTime":911.019,"endTime":913.979,"body":"to x I don't think you have any"},{"startTime":911.019,"endTime":913.979,"body":"expectation of privacy like that."},{"startTime":914.119,"endTime":918.859,"body":"To me, that's the first point where like I"},{"startTime":914.119,"endTime":918.859,"body":"am pretty aggressively informed that this"},{"startTime":918.879,"endTime":922.899,"body":"is social media people will use all of it."},{"startTime":922.959,"endTime":928.009,"body":"So as long as you realize that,"},{"startTime":922.959,"endTime":928.009,"body":"that's not everything is coming."},{"startTime":928.379,"endTime":928.979,"body":"Please do."},{"startTime":930.399,"endTime":936.994,"body":"Helping us to build bigger multi-model or"},{"startTime":930.399,"endTime":936.994,"body":"any kind of AI models is very helpful for"},{"startTime":936.994,"endTime":938.994,"body":"the progress of medical technology, right?"},{"startTime":939.094,"endTime":944.404,"body":"So if everyone, will come up with"},{"startTime":939.094,"endTime":944.404,"body":"a good way to publicly or privately"},{"startTime":944.404,"endTime":948.684,"body":"preferably start sharing information"},{"startTime":944.404,"endTime":948.684,"body":"that will help us to get faster to a lot"},{"startTime":948.684,"endTime":950.764,"body":"of the, there is no doubt around that."},{"startTime":951.464,"endTime":955.644,"body":"23 and me is a very PE case"},{"startTime":951.464,"endTime":955.644,"body":"and I wanna see where it's."},{"startTime":956.364,"endTime":957.654,"body":"Will end up right."},{"startTime":957.654,"endTime":960.374,"body":"Like I, I don't think"},{"startTime":957.654,"endTime":960.374,"body":"we have a clear answer."},{"startTime":960.764,"endTime":962.414,"body":"Will they sell a lot of this?"},{"startTime":962.464,"endTime":966.844,"body":"And will they sell and all of this"},{"startTime":962.464,"endTime":966.844,"body":"information will suddenly become"},{"startTime":966.844,"endTime":968.164,"body":"available to private equity."},{"startTime":968.164,"endTime":973.494,"body":"Or something else that's maybe used"},{"startTime":968.164,"endTime":973.494,"body":"not only for good but for something"},{"startTime":973.494,"endTime":977.974,"body":"that's may end up being challenging"},{"startTime":973.494,"endTime":977.974,"body":"for people who paid in this."},{"startTime":978.679,"endTime":979.779,"body":"Yet to be seen, right?"},{"startTime":980.159,"endTime":983.299,"body":"The reality is you do not own your data."},{"startTime":983.849,"endTime":988.209,"body":"E even if you pay for that, because a"},{"startTime":983.849,"endTime":988.209,"body":"lot of this was subsidized the agreements"},{"startTime":988.209,"endTime":993.159,"body":"change . So if your data retained"},{"startTime":988.209,"endTime":993.159,"body":"and if you're not the one controlling"},{"startTime":993.159,"endTime":994.589,"body":"your data you have to be ready."},{"startTime":994.819,"endTime":996.509,"body":"That rules may change."},{"startTime":996.929,"endTime":997.739,"body":"Cost may change."},{"startTime":1000.844,"endTime":1005.274,"body":"Ultimately, so far the data is still"},{"startTime":1000.844,"endTime":1005.274,"body":"the biggest assets you have, right?"},{"startTime":1005.374,"endTime":1009.914,"body":"And from economic perspective, if"},{"startTime":1005.374,"endTime":1009.914,"body":"that the biggest assets you have,"},{"startTime":1009.944,"endTime":1014.674,"body":"like what else do you expect someone,"},{"startTime":1009.944,"endTime":1014.674,"body":"especially when the company did"},{"startTime":1014.674,"endTime":1016.634,"body":"not have a better way to monetize?"},{"startTime":1017.134,"endTime":1020.974,"body":"We'll try to monetize their biggest"},{"startTime":1017.134,"endTime":1020.974,"body":"assets as clear as they, no matter"},{"startTime":1020.974,"endTime":1023.334,"body":"what they say, unfortunately, and I."},{"startTime":1024.214,"endTime":1028.994,"body":"I don't wanna be pessimist or start alarm"},{"startTime":1024.214,"endTime":1028.994,"body":"bell, but I think this is the reality"},{"startTime":1029.164,"endTime":1034.584,"body":"we'll have to deal with for the, next"},{"startTime":1029.164,"endTime":1034.584,"body":"decade possibly, where until we have a"},{"startTime":1034.584,"endTime":1039.104,"body":"super clear regulation about what you"},{"startTime":1034.584,"endTime":1039.104,"body":"cannot do and start pushing in that"},{"startTime":1039.104,"endTime":1043.594,"body":"direction about your data ownership,"},{"startTime":1039.104,"endTime":1043.594,"body":"retention, and, data reused, which"},{"startTime":1043.594,"endTime":1045.034,"body":"already getting better, to be honest."},{"startTime":1045.534,"endTime":1047.174,"body":"Still in this dark, so think."},{"startTime":1047.724,"endTime":1050.344,"body":"So carefully select people, right?"},{"startTime":1050.404,"endTime":1052.544,"body":"And technology and the company you trust."},{"startTime":1053.364,"endTime":1056.904,"body":"And we were talking in"},{"startTime":1053.364,"endTime":1056.904,"body":"February of 2025, right?"},{"startTime":1056.924,"endTime":1062.344,"body":"So deep seek part is and hype and"},{"startTime":1056.924,"endTime":1062.344,"body":"scare is still here and high is."},{"startTime":1063.634,"endTime":1068.264,"body":"Maybe the company that's even giving"},{"startTime":1063.634,"endTime":1068.264,"body":"you things for free and claiming we're"},{"startTime":1068.264,"endTime":1071.314,"body":"following, particular country law."},{"startTime":1071.364,"endTime":1072.704,"body":"Not other countries law."},{"startTime":1073.154,"endTime":1075.014,"body":"Not the exactly."},{"startTime":1075.084,"endTime":1075.774,"body":"Application."},{"startTime":1075.834,"endTime":1078.494,"body":"You should trust all of your"},{"startTime":1075.834,"endTime":1078.494,"body":"data, even if it's gonna give"},{"startTime":1078.494,"endTime":1080.224,"body":"you, some of the helpful feedback."},{"startTime":1082.334,"endTime":1082.624,"body":"Yeah."},{"startTime":1083.164,"endTime":1086.314,"body":"If it's like that saying, if you're"},{"startTime":1083.164,"endTime":1086.314,"body":"playing poker and you dunno who"},{"startTime":1086.314,"endTime":1087.714,"body":"the sucker is, it's probably you."},{"startTime":1089.384,"endTime":1094.734,"body":"If it's free, if you think something's"},{"startTime":1089.384,"endTime":1094.734,"body":"free, it's probably not it just"},{"startTime":1094.864,"endTime":1098.774,"body":"seems like it's free, but there's"},{"startTime":1094.864,"endTime":1098.774,"body":"gonna be a surprise at the end and."},{"startTime":1099.524,"endTime":1100.224,"body":"Too good to be true."},{"startTime":1100.224,"endTime":1101.664,"body":"Usually it's good to be true."},{"startTime":1102.624,"endTime":1107.304,"body":"I think that it's a really interesting"},{"startTime":1102.624,"endTime":1107.304,"body":"time where I can see why with so many"},{"startTime":1107.304,"endTime":1110.304,"body":"data things happening, why people"},{"startTime":1107.304,"endTime":1110.304,"body":"are hesitant to jump in because there"},{"startTime":1110.304,"endTime":1111.544,"body":"are different models all the time."},{"startTime":1112.204,"endTime":1113.984,"body":"Oh, chat GBT, that was so last week."},{"startTime":1113.984,"endTime":1114.824,"body":"You need to be using Claude."},{"startTime":1114.844,"endTime":1115.064,"body":"No."},{"startTime":1115.064,"endTime":1116.984,"body":"Now it's about Deep sea"},{"startTime":1115.064,"endTime":1116.984,"body":"what Deepsea is over."},{"startTime":1116.984,"endTime":1120.544,"body":"It's about Deep mind and it's"},{"startTime":1116.984,"endTime":1120.544,"body":"very hard to keep up with even"},{"startTime":1120.544,"endTime":1121.584,"body":"when it's my full-time job."},{"startTime":1121.654,"endTime":1124.544,"body":"Even when I was reviewing Deeps Seek this"},{"startTime":1121.654,"endTime":1124.544,"body":"weekend, there's such a difference between"},{"startTime":1124.674,"endTime":1126.624,"body":"Deeps Seek R one and Deeps Seq V three."},{"startTime":1126.989,"endTime":1128.099,"body":"Completely different models."},{"startTime":1128.099,"endTime":1129.379,"body":"They sound like they're the same thing."},{"startTime":1130.319,"endTime":1131.299,"body":", the names are so similar."},{"startTime":1131.479,"endTime":1138.559,"body":"So I can understand why in the medical"},{"startTime":1131.479,"endTime":1138.559,"body":"field people are hesitant for the doctors"},{"startTime":1138.819,"endTime":1140.319,"body":"out there and people in the medical field."},{"startTime":1140.389,"endTime":1143.559,"body":"What do you think is the right approach?"},{"startTime":1143.559,"endTime":1147.999,"body":"What should they be doing as"},{"startTime":1143.559,"endTime":1147.999,"body":"they look to use AI specifically?"},{"startTime":1148.479,"endTime":1150.239,"body":"'cause what every doctor"},{"startTime":1148.479,"endTime":1150.239,"body":"really wants to do is."},{"startTime":1151.129,"endTime":1154.299,"body":"Give a better experience to their"},{"startTime":1151.129,"endTime":1154.299,"body":"patients, whether it's more accurate"},{"startTime":1154.579,"endTime":1158.979,"body":"diagnosis or a better bedside"},{"startTime":1154.579,"endTime":1158.979,"body":"manner, or just a shorter visit."},{"startTime":1160.359,"endTime":1163.649,"body":"What do you think is the direction to"},{"startTime":1160.359,"endTime":1163.649,"body":"go in and where's the future going?"},{"startTime":1165.529,"endTime":1166.959,"body":"I. Great question."},{"startTime":1167.299,"endTime":1171.069,"body":"Frankly, we can spend the whole"},{"startTime":1167.299,"endTime":1171.069,"body":"hour talking about just that because"},{"startTime":1171.249,"endTime":1175.829,"body":"we are in such an inflection point"},{"startTime":1171.249,"endTime":1175.829,"body":"where healthcare is poised to change"},{"startTime":1176.219,"endTime":1181.369,"body":"drastically that it's important to"},{"startTime":1176.219,"endTime":1181.369,"body":"actually work in, educate on both clinical"},{"startTime":1181.369,"endTime":1188.049,"body":"side and the patient side because a"},{"startTime":1181.369,"endTime":1188.049,"body":"lot of this progress requires you to"},{"startTime":1188.159,"endTime":1190.969,"body":"rethink the way you deliver care and."},{"startTime":1192.424,"endTime":1198.724,"body":"One of the core thesis of realign"},{"startTime":1192.424,"endTime":1198.724,"body":"healthcare, by the way, is identifying"},{"startTime":1198.864,"endTime":1203.204,"body":"the weaknesses we currently have in"},{"startTime":1198.864,"endTime":1203.204,"body":"our incentive structures and the way we"},{"startTime":1203.204,"endTime":1208.244,"body":"deliver healthcare, and ensuring that we"},{"startTime":1203.204,"endTime":1208.244,"body":"address it first before we fully allocate,"},{"startTime":1208.514,"endTime":1215.364,"body":"because there is absolutely no societal"},{"startTime":1208.514,"endTime":1215.364,"body":"or individual care benefits of automated."},{"startTime":1216.054,"endTime":1220.834,"body":"But systemically racist, biased"},{"startTime":1216.054,"endTime":1220.834,"body":"economically harmful systems,"},{"startTime":1221.174,"endTime":1225.234,"body":"but that's now been powered"},{"startTime":1221.174,"endTime":1225.234,"body":"by AI and being encoded by ai."},{"startTime":1226.934,"endTime":1232.234,"body":"So from a technology perspective,"},{"startTime":1226.934,"endTime":1232.234,"body":"like if you look at technology that's"},{"startTime":1232.234,"endTime":1237.594,"body":"been wildly successful in healthcare,"},{"startTime":1232.234,"endTime":1237.594,"body":"one of this technology that's been"},{"startTime":1237.594,"endTime":1240.674,"body":"around and refuse to die is facts."},{"startTime":1241.829,"endTime":1247.249,"body":"And I would say you take any generation"},{"startTime":1241.829,"endTime":1247.249,"body":"of innovator for the last time, 30"},{"startTime":1247.249,"endTime":1250.889,"body":"years, they'll say, you know what,"},{"startTime":1247.249,"endTime":1250.889,"body":"we should address the fax problem"},{"startTime":1251.559,"endTime":1253.689,"body":"because fax is anything, right?"},{"startTime":1254.199,"endTime":1255.129,"body":"It's not secure."},{"startTime":1255.469,"endTime":1257.889,"body":"Before it was encrypted"},{"startTime":1255.469,"endTime":1257.889,"body":"and digital fax, right?"},{"startTime":1258.599,"endTime":1259.529,"body":"It's flat files."},{"startTime":1259.669,"endTime":1260.969,"body":"You cannot extract the data."},{"startTime":1261.249,"endTime":1263.689,"body":"E everything is wrong,"},{"startTime":1261.249,"endTime":1263.689,"body":"but fax is still here."},{"startTime":1263.829,"endTime":1264.049,"body":"Why?"},{"startTime":1264.639,"endTime":1266.249,"body":"Because it's easy."},{"startTime":1266.439,"endTime":1267.129,"body":"It's reliable."},{"startTime":1267.569,"endTime":1268.449,"body":"Everyone can figure it out."},{"startTime":1270.419,"endTime":1274.599,"body":"And a lot of those same things"},{"startTime":1270.419,"endTime":1274.599,"body":"need to apply to technology."},{"startTime":1274.659,"endTime":1280.199,"body":"We bring R'S Medical Records is a"},{"startTime":1274.659,"endTime":1280.199,"body":"great technology for data storing"},{"startTime":1280.259,"endTime":1283.999,"body":"and you'll find a lot of the"},{"startTime":1280.259,"endTime":1283.999,"body":"benefits and a lot of challenges in"},{"startTime":1284.279,"endTime":1286.879,"body":"literature, but it's anything but easy."},{"startTime":1287.379,"endTime":1289.474,"body":"It has a pretty steep learning curve."},{"startTime":1290.174,"endTime":1294.794,"body":"You need to learn the way right, the"},{"startTime":1290.174,"endTime":1294.794,"body":"epic way of doing it, Cerner way of"},{"startTime":1294.794,"endTime":1296.634,"body":"doing it, Meditech way of doing it."},{"startTime":1298.554,"endTime":1303.454,"body":"And that's limits your benefits"},{"startTime":1298.554,"endTime":1303.454,"body":"while you're transitioning."},{"startTime":1303.454,"endTime":1309.424,"body":"And that's make a lot of the basic"},{"startTime":1303.454,"endTime":1309.424,"body":"things hard and that's increased"},{"startTime":1309.504,"endTime":1310.904,"body":"a lot of our administrative over."},{"startTime":1312.129,"endTime":1317.239,"body":"Because you started to, generate"},{"startTime":1312.129,"endTime":1317.239,"body":"more of the notes and then you"},{"startTime":1317.239,"endTime":1321.079,"body":"hire more administrators to do"},{"startTime":1317.239,"endTime":1321.079,"body":"some of this additional parts,"},{"startTime":1321.179,"endTime":1323.999,"body":"and then you put administrator"},{"startTime":1321.179,"endTime":1323.999,"body":"on top of administrators, right?"},{"startTime":1324.059,"endTime":1330.009,"body":"And create this, human human flow of"},{"startTime":1324.059,"endTime":1330.009,"body":"a technology and now you have an, a"},{"startTime":1330.009,"endTime":1334.529,"body":"lot of AI entering the picture that"},{"startTime":1330.009,"endTime":1334.529,"body":"can help you with, and now you have"},{"startTime":1334.529,"endTime":1338.939,"body":"to balance, excitement of, oh, I, I"},{"startTime":1334.529,"endTime":1338.939,"body":"have for the first time, I have this"},{"startTime":1338.939,"endTime":1343.139,"body":"incredible technology that can work"},{"startTime":1338.939,"endTime":1343.139,"body":"with on structured data and sell me all"},{"startTime":1343.139,"endTime":1348.519,"body":"of those things with the fear that you"},{"startTime":1343.139,"endTime":1348.519,"body":"realize because you work with a model is."},{"startTime":1349.364,"endTime":1353.494,"body":"This is non-deterministic technology,"},{"startTime":1349.364,"endTime":1353.494,"body":"and very often if you ask the same"},{"startTime":1353.734,"endTime":1358.454,"body":"questions four or five times, you will"},{"startTime":1353.734,"endTime":1358.454,"body":"get different variation of your answers"},{"startTime":1358.504,"endTime":1362.064,"body":"like you depending on your temperature"},{"startTime":1358.504,"endTime":1362.064,"body":"setting, but still it's not gonna be"},{"startTime":1362.064,"endTime":1365.004,"body":"precise healthcare like precision."},{"startTime":1365.104,"endTime":1366.324,"body":"That's why we like facts."},{"startTime":1367.064,"endTime":1370.164,"body":"That's why we like actually"},{"startTime":1367.064,"endTime":1370.164,"body":"forms with checklists."},{"startTime":1371.094,"endTime":1376.099,"body":"Because very often there is not enough"},{"startTime":1371.094,"endTime":1376.099,"body":"variation, especially when you are talking"},{"startTime":1376.099,"endTime":1378.299,"body":"about particular conditions, right?"},{"startTime":1378.359,"endTime":1379.419,"body":"Or particular real."},{"startTime":1380.879,"endTime":1386.179,"body":"So the way you have to start look at"},{"startTime":1380.879,"endTime":1386.179,"body":"that and deploy is to find a scenario"},{"startTime":1386.269,"endTime":1389.399,"body":"where your human, feedback, right?"},{"startTime":1389.599,"endTime":1394.079,"body":"Where your reinforcement loops are"},{"startTime":1389.599,"endTime":1394.079,"body":"strong enough for you to capture"},{"startTime":1394.569,"endTime":1397.039,"body":"those tales of errors that the system."},{"startTime":1398.359,"endTime":1401.459,"body":"That's why people started working"},{"startTime":1398.359,"endTime":1401.459,"body":"well with ambient documentation"},{"startTime":1401.459,"endTime":1405.859,"body":"because ultimately it's working"},{"startTime":1401.459,"endTime":1405.859,"body":"almost like smart intern."},{"startTime":1406.409,"endTime":1408.779,"body":"It's entering the room with you, right?"},{"startTime":1409.169,"endTime":1414.139,"body":"It's helping not only to listen for your"},{"startTime":1409.169,"endTime":1414.139,"body":"discussion with the patient, but it's"},{"startTime":1414.139,"endTime":1418.569,"body":"also pulling some of the medical records"},{"startTime":1414.139,"endTime":1418.569,"body":"that help you to, hand your orders."},{"startTime":1419.129,"endTime":1422.499,"body":"It's help you to do some of the"},{"startTime":1419.129,"endTime":1422.499,"body":"tasks that's you're gonna do."},{"startTime":1424.104,"endTime":1430.484,"body":"But AI is assisting you, but ultimately"},{"startTime":1424.104,"endTime":1430.484,"body":"it's your responsibility and it's"},{"startTime":1430.924,"endTime":1434.244,"body":"expected that you as a clinician"},{"startTime":1430.924,"endTime":1434.244,"body":"will review every single line,"},{"startTime":1434.654,"endTime":1436.964,"body":"every single order and place it."},{"startTime":1437.664,"endTime":1444.444,"body":"So from a technology perspective, you"},{"startTime":1437.664,"endTime":1444.444,"body":"may have incredible incentive on can"},{"startTime":1444.444,"endTime":1446.724,"body":"we just automatically deliver care?"},{"startTime":1447.514,"endTime":1452.334,"body":"How can we start doing this integrated"},{"startTime":1447.514,"endTime":1452.334,"body":"healthcare pos that you are walking"},{"startTime":1452.434,"endTime":1456.654,"body":"in, you're getting a full assessment,"},{"startTime":1452.434,"endTime":1456.654,"body":"AI doing incredible things, and then"},{"startTime":1456.654,"endTime":1460.244,"body":"writing you an order or you go to"},{"startTime":1456.654,"endTime":1460.244,"body":"full triage in getting a treatment."},{"startTime":1461.064,"endTime":1464.734,"body":"And there is a reason why"},{"startTime":1461.064,"endTime":1464.734,"body":"unfortunately, a lot of those"},{"startTime":1465.014,"endTime":1467.334,"body":"companies are, not around, right?"},{"startTime":1467.474,"endTime":1470.654,"body":"Or bankrupt or restarting"},{"startTime":1467.474,"endTime":1470.654,"body":"once again because."},{"startTime":1471.464,"endTime":1476.154,"body":"Even though from a side healthcare"},{"startTime":1471.464,"endTime":1476.154,"body":"may look out what can go wrong, it's"},{"startTime":1476.474,"endTime":1480.434,"body":"actually a specialty right in the"},{"startTime":1476.474,"endTime":1480.434,"body":"medical field with incredibly long tails."},{"startTime":1481.999,"endTime":1487.659,"body":"And AI can do relatively well, right"},{"startTime":1481.999,"endTime":1487.659,"body":"within a few deviation of the norm."},{"startTime":1488.079,"endTime":1492.939,"body":"But all those tales of patience, of"},{"startTime":1488.079,"endTime":1492.939,"body":"condition, of information, all of those"},{"startTime":1492.989,"endTime":1497.899,"body":"tales with unstructured data that you"},{"startTime":1492.989,"endTime":1497.899,"body":"cannot present well because AI doing"},{"startTime":1497.969,"endTime":1500.419,"body":"very well in the widget style things."},{"startTime":1501.279,"endTime":1504.099,"body":"Are very hard to deal"},{"startTime":1501.279,"endTime":1504.099,"body":"with a current generation."},{"startTime":1504.479,"endTime":1506.169,"body":"I'm not saying it's impossible, right?"},{"startTime":1506.169,"endTime":1510.489,"body":"Like we, we likely will get"},{"startTime":1506.169,"endTime":1510.489,"body":"progressively better, but we need"},{"startTime":1510.489,"endTime":1514.839,"body":"to ensure that we innovate within"},{"startTime":1510.489,"endTime":1514.839,"body":"few standard deviation of things."},{"startTime":1515.099,"endTime":1521.529,"body":"AI can reliably do well and do not"},{"startTime":1515.099,"endTime":1521.529,"body":"burn the bridges with regulators,"},{"startTime":1521.639,"endTime":1526.369,"body":"with patient trust, with clinician"},{"startTime":1521.639,"endTime":1526.369,"body":"trust by doing that, because if we"},{"startTime":1526.369,"endTime":1528.649,"body":"start doing too much too fast, I."},{"startTime":1529.124,"endTime":1533.104,"body":"We definitely will have negative"},{"startTime":1529.124,"endTime":1533.104,"body":"outcomes, which lead to more"},{"startTime":1533.154,"endTime":1535.264,"body":"regulation, which slow down innovation."},{"startTime":1538.844,"endTime":1543.094,"body":"Yeah, I think you're exactly right"},{"startTime":1538.844,"endTime":1543.094,"body":"that it's that finding that path that's"},{"startTime":1543.094,"endTime":1546.574,"body":"not too fast and we make mistakes"},{"startTime":1543.094,"endTime":1546.574,"body":"and not so slowly to get left behind."},{"startTime":1546.634,"endTime":1547.374,"body":"That's the trick."},{"startTime":1548.174,"endTime":1548.694,"body":"I really do."},{"startTime":1548.844,"endTime":1549.894,"body":"Appreci outta your time."},{"startTime":1549.974,"endTime":1553.694,"body":"I think this is really valuable for"},{"startTime":1549.974,"endTime":1553.694,"body":"people who are, 'cause more and more"},{"startTime":1553.694,"endTime":1556.294,"body":"startups and more and more things"},{"startTime":1553.694,"endTime":1556.294,"body":"are happening in AI and medical space"},{"startTime":1556.354,"endTime":1557.614,"body":"and it's one of the places where."},{"startTime":1558.759,"endTime":1563.629,"body":"People just like when PubMed and"},{"startTime":1558.759,"endTime":1563.629,"body":"WebMD first came out and you could"},{"startTime":1563.749,"endTime":1565.829,"body":"suddenly look up what you have online."},{"startTime":1565.849,"endTime":1568.109,"body":"People just begin self"},{"startTime":1565.849,"endTime":1568.109,"body":"diagnosing more and more."},{"startTime":1568.529,"endTime":1572.029,"body":"And so we do also have to find that you."},{"startTime":1572.689,"endTime":1575.659,"body":"Area where it stays useful"},{"startTime":1572.689,"endTime":1575.659,"body":"without kind of indulging."},{"startTime":1575.779,"endTime":1578.619,"body":"'cause if you ask in the right"},{"startTime":1575.779,"endTime":1578.619,"body":"way, the AI will say, oh yeah, you"},{"startTime":1578.619,"endTime":1579.859,"body":"definitely have what you think you have."},{"startTime":1579.859,"endTime":1581.259,"body":"And it starts to create a cycle."},{"startTime":1581.399,"endTime":1584.859,"body":"So I think this is really useful to help"},{"startTime":1581.399,"endTime":1584.859,"body":"people have a more methodical approach."},{"startTime":1585.199,"endTime":1588.019,"body":"What's the best place where people"},{"startTime":1585.199,"endTime":1588.019,"body":"can see what you're working on now and"},{"startTime":1588.069,"endTime":1591.039,"body":"find you online if they want to hear"},{"startTime":1588.069,"endTime":1591.039,"body":"and learn more about your projects"},{"startTime":1591.039,"endTime":1592.479,"body":"and amazing things that you're doing."},{"startTime":1592.979,"endTime":1598.969,"body":"First please stop by to realign healthcare"},{"startTime":1592.979,"endTime":1598.969,"body":"the podcast that's, we started in the"},{"startTime":1598.969,"endTime":1603.759,"body":"fall with few of my colleagues, talking"},{"startTime":1598.969,"endTime":1603.759,"body":"with the industry leaders around the"},{"startTime":1603.759,"endTime":1608.149,"body":"way we need to realign the incentives"},{"startTime":1603.759,"endTime":1608.149,"body":"in our current healthcare system."},{"startTime":1609.194,"endTime":1611.814,"body":"To help actually lead"},{"startTime":1609.194,"endTime":1611.814,"body":"to better automation."},{"startTime":1612.344,"endTime":1615.144,"body":"LinkedIn and Twitter I'm"},{"startTime":1612.344,"endTime":1615.144,"body":"pretty active on those."},{"startTime":1615.484,"endTime":1616.384,"body":"Please connect."},{"startTime":1616.934,"endTime":1619.554,"body":"And happy to engage in discussion."},{"startTime":1620.094,"endTime":1623.704,"body":"And from innovation perspective,"},{"startTime":1620.094,"endTime":1623.704,"body":"Jonathan the healthcare is such a"},{"startTime":1623.704,"endTime":1627.584,"body":"great field for innovation because"},{"startTime":1623.704,"endTime":1627.584,"body":"all of us have personal stories."},{"startTime":1628.609,"endTime":1634.139,"body":"This possibly is one of those fields"},{"startTime":1628.609,"endTime":1634.139,"body":"where in contrast to, you know, nuclear"},{"startTime":1634.139,"endTime":1639.299,"body":"physics,  you will have at some point in"},{"startTime":1634.139,"endTime":1639.299,"body":"your life, personal experience and you"},{"startTime":1639.299,"endTime":1641.099,"body":"will have a strong opinion of what can be."},{"startTime":1641.619,"endTime":1645.589,"body":"Your, the way your schedule, your"},{"startTime":1641.619,"endTime":1645.589,"body":"appointment, the way you know your"},{"startTime":1645.589,"endTime":1648.829,"body":"family member was treated the way"},{"startTime":1645.589,"endTime":1648.829,"body":"unfortunately, maybe you've been"},{"startTime":1648.829,"endTime":1652.109,"body":"treated or anything else, you"},{"startTime":1648.829,"endTime":1652.109,"body":"will have an experience with that."},{"startTime":1652.809,"endTime":1657.909,"body":"And what a lot of those tools are"},{"startTime":1652.809,"endTime":1657.909,"body":"doing right now, they are democratizing"},{"startTime":1658.209,"endTime":1663.909,"body":"access not only to, the pub met like"},{"startTime":1658.209,"endTime":1663.909,"body":"information, but to very specific"},{"startTime":1663.929,"endTime":1665.789,"body":"domain knowledge, for example."},{"startTime":1666.919,"endTime":1670.089,"body":"When, 10 years ago, we were working"},{"startTime":1666.919,"endTime":1670.089,"body":"with startups and the startup"},{"startTime":1670.159,"endTime":1671.209,"body":"will come and say, you know what?"},{"startTime":1671.289,"endTime":1674.329,"body":"I don't really know how to integrate"},{"startTime":1671.289,"endTime":1674.329,"body":"with EHR because I never heard of"},{"startTime":1674.329,"endTime":1677.859,"body":"fire, or I never heard of, a mob"},{"startTime":1674.329,"endTime":1677.859,"body":"mapping, so I don't really know."},{"startTime":1678.439,"endTime":1680.139,"body":"We would say, yeah, it's happened, right?"},{"startTime":1680.169,"endTime":1683.059,"body":"This relatively small domain."},{"startTime":1683.509,"endTime":1685.899,"body":"Right now, there is absolutely no excuse."},{"startTime":1686.754,"endTime":1692.359,"body":"Because if you go and you ask Chad"},{"startTime":1686.754,"endTime":1692.359,"body":"GPT free one, you don't really need"},{"startTime":1692.399,"endTime":1696.369,"body":"a fancy model and say, how do I"},{"startTime":1692.399,"endTime":1696.369,"body":"integrate with a healthcare system?"},{"startTime":1696.469,"endTime":1700.889,"body":"And you say, I want to read blood"},{"startTime":1696.469,"endTime":1700.889,"body":"pressure and write blood pressure."},{"startTime":1701.309,"endTime":1705.449,"body":"You will get good enough"},{"startTime":1701.309,"endTime":1705.449,"body":"description and resources."},{"startTime":1706.109,"endTime":1707.769,"body":"And I think that's part of a power."},{"startTime":1708.349,"endTime":1710.489,"body":"You don't really have to do a very fancy."},{"startTime":1711.814,"endTime":1715.814,"body":"New bleeding edge, clinical decision"},{"startTime":1711.814,"endTime":1715.814,"body":"support, innovation, medical robotics,"},{"startTime":1716.354,"endTime":1721.654,"body":"but this power of many of democratizing"},{"startTime":1716.354,"endTime":1721.654,"body":"like individual groups and developers with"},{"startTime":1721.674,"endTime":1727.454,"body":"the access to the very specific domain"},{"startTime":1721.674,"endTime":1727.454,"body":"knowledge and based on infrastructure we"},{"startTime":1727.454,"endTime":1732.494,"body":"already have, at least in United States,"},{"startTime":1727.454,"endTime":1732.494,"body":"like you already based on 21st Century"},{"startTime":1732.664,"endTime":1735.134,"body":"Cures Act, can access your information."},{"startTime":1736.374,"endTime":1738.604,"body":"From your, providers, from your insurance."},{"startTime":1738.704,"endTime":1739.724,"body":"You can request that."},{"startTime":1740.104,"endTime":1742.604,"body":"You can analyze this and you"},{"startTime":1740.104,"endTime":1742.604,"body":"can build the system a lot."},{"startTime":1742.714,"endTime":1744.244,"body":"This part is very powerful."},{"startTime":1747.144,"endTime":1747.634,"body":"Amazing."},{"startTime":1748.294,"endTime":1749.434,"body":"Got me excited for the future."},{"startTime":1749.524,"endTime":1753.554,"body":"Thank you so much for being here"},{"startTime":1749.524,"endTime":1753.554,"body":"today for another amazing episode of"},{"startTime":1753.554,"endTime":1755.474,"body":"the Artificial Intelligence Podcast."},{"startTime":1757.594,"endTime":1758.224,"body":"Thank you, John."},{"startTime":1758.377,"endTime":1760.527,"body":"Thank you for listening to"},{"startTime":1758.377,"endTime":1760.527,"body":"this week's episode of the"},{"startTime":1760.767,"endTime":1761.847,"body":"Artificial Intelligence Podcast."},{"startTime":1762.077,"endTime":1765.087,"body":"Make sure to subscribe so you"},{"startTime":1762.077,"endTime":1765.087,"body":"never miss another episode."},{"startTime":1765.097,"endTime":1768.167,"body":"We'll be back next Monday with"},{"startTime":1765.097,"endTime":1768.167,"body":"more tips and strategies on how to"},{"startTime":1768.367,"endTime":1771.007,"body":"leverage AI to grow your business"},{"startTime":1768.367,"endTime":1771.007,"body":"and achieve better results."},{"startTime":1771.187,"endTime":1774.167,"body":"In the meantime, if you're curious"},{"startTime":1771.187,"endTime":1774.167,"body":"about how AI can boost your"},{"startTime":1774.367,"endTime":1777.687,"body":"business' revenue, head over to"},{"startTime":1774.367,"endTime":1777.687,"body":"artificial intelligence pod.com."},{"startTime":1778.282,"endTime":1782.312,"body":"Slash calculator, use our AI revenue"},{"startTime":1778.282,"endTime":1782.312,"body":"calculator to discover the potential"},{"startTime":1782.312,"endTime":1784.672,"body":"impact AI can have on your bottom line."},{"startTime":1784.742,"endTime":1787.392,"body":"It's quick, easy, and"},{"startTime":1784.742,"endTime":1787.392,"body":"might just change the way."},{"startTime":1787.562,"endTime":1789.512,"body":"Think about your business"},{"startTime":1787.562,"endTime":1789.512,"body":"while you're there."},{"startTime":1789.602,"endTime":1791.152,"body":"Catch up on past episodes."},{"startTime":1791.152,"endTime":1793.152,"body":"Leave a review and check out our socials."}]}