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Had a good chat w/students focusing on building a product focusing on mental health + ML
Without giving away specific details, I am sharing some high-level topics and resources which further highlights the current digital health landscape in Ontario and
https://abs.twimg.com/emoji/v2/... draggable="false" alt="🇨🇦" title="Flagge von Kanada" aria-label="Emoji: Flagge von Kanada"> (not exhaustive)https://abs.twimg.com/emoji/v2/... draggable="false" alt="🧵" title="Thread" aria-label="Emoji: Thread">
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Without giving away specific details, I am sharing some high-level topics and resources which further highlights the current digital health landscape in Ontario and
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Navigating the system to take something from ideation to scaling phase factoring in commercialization
What bargain power do each of these stakeholders have and who to choose first? (money, IP, network effects, research, talent)
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">gov’t
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">industry
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">clinical/academic
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What bargain power do each of these stakeholders have and who to choose first? (money, IP, network effects, research, talent)
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Implications from using healthcare data, especially for mental health
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">lack of interoperability within and outside of hospitals
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">perceived risk
Opportunity cost from using algorithms to aide medical decisions (privacy +security, authentication, legalities)
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Opportunity cost from using algorithms to aide medical decisions (privacy +security, authentication, legalities)
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Supply and demand of psychiatrists per capita in Ontario and in https://abs.twimg.com/emoji/v2/... draggable="false" alt="🇨🇦" title="Flagge von Kanada" aria-label="Emoji: Flagge von Kanada">
Psychiatrist practicing
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">in hospitals
vs
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">independently as a clinic
That determines how risk is perceived by them for using telemedicine for mental health
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Psychiatrist practicing
vs
That determines how risk is perceived by them for using telemedicine for mental health
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From the patient side of things...
In a marketplace, you need a service provider to attract paying consumers (patients).
This pandemic especially has shown us that patients are willing to pay out of pocket
Demand> Supply
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In a marketplace, you need a service provider to attract paying consumers (patients).
This pandemic especially has shown us that patients are willing to pay out of pocket
Demand> Supply
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Marketing/Brand
An ML product performing well on itself is different from how a product is positioned <insert infamous IBM example>
The scrutiny amplifies when it comes to an ML product focusing on mental health
How do you position a product that is a black box on itself?
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An ML product performing well on itself is different from how a product is positioned <insert infamous IBM example>
The scrutiny amplifies when it comes to an ML product focusing on mental health
How do you position a product that is a black box on itself?
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& #39;Data is the new oil& #39; -> but not really
How to answer questions about monetary incentives about gathering data (i.e. selling to insurance companies etc)? From VCs, industry vs academic partners?
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How to answer questions about monetary incentives about gathering data (i.e. selling to insurance companies etc)? From VCs, industry vs academic partners?
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Buy-in & Co-founders
The Healthcare and healthtech industry is a very gated ecosystem.
In order to succeed, buy-in/involvement from stakeholders with a direct clinical background is a must.
Exhibit; most known startups and companies in Ontario and Canada
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The Healthcare and healthtech industry is a very gated ecosystem.
In order to succeed, buy-in/involvement from stakeholders with a direct clinical background is a must.
Exhibit; most known startups and companies in Ontario and Canada
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Post-Covid Telemedicine
What are the gaps & opportunities in the user flow for patients and providers using telemedicine?
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">triage (single queue vs multi-queue system)
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">clinician burnout (telemedicine is virtual, the processes still mimic paper-based system)
https://abs.twimg.com/emoji/v2/... draggable="false" alt="➡️" title="Pfeil nach rechts" aria-label="Emoji: Pfeil nach rechts">pharmacy
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What are the gaps & opportunities in the user flow for patients and providers using telemedicine?
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Vertical vs an ecosystem (opportunity cost)
Do you want to be known as another x,y,z option for telemedicine?
or
Do you want to be known for the specific tool/algorithm you built to bridge the current gaps within telemedicine user flow?
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Do you want to be known as another x,y,z option for telemedicine?
or
Do you want to be known for the specific tool/algorithm you built to bridge the current gaps within telemedicine user flow?
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I shared/asked more (which I don& #39;t remember, but will share if I remember)
The conversation lasted over 1 hour even tho we scheduled a 30 min call.
Following are the links
The conversation lasted over 1 hour even tho we scheduled a 30 min call.
Following are the links
Asynchronous vs Synchronous communication in telemedicine
Next-gen telemedicine will have fully embedded and encrypted asynchronous communication (email + text) available 11/ https://twitter.com/dia_trahman/status/1266760509392642054?s=20">https://twitter.com/dia_trahm...
Next-gen telemedicine will have fully embedded and encrypted asynchronous communication (email + text) available 11/ https://twitter.com/dia_trahman/status/1266760509392642054?s=20">https://twitter.com/dia_trahm...
https://twitter.com/dia_trahman/status/1284116747675668480?s=20">https://twitter.com/dia_trahm...
https://twitter.com/dia_trahman/status/1277319165918040067?s=20">https://twitter.com/dia_trahm...
~~Shameless plug~~
If you made it this far into the thread, I am recruiting participants for my researchhttps://abs.twimg.com/emoji/v2/... draggable="false" alt="👋🏽" title="Waving hand (mittlerer Hautton)" aria-label="Emoji: Waving hand (mittlerer Hautton)"> https://twitter.com/dia_trahman/status/1275509812600717313?s=20">https://twitter.com/dia_trahm...
If you made it this far into the thread, I am recruiting participants for my research
