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Date: Sun, 26 Jul 2026 15:01:00 +0000 (UTC)
From: Paul and Michael at Levels <team@levels.com>
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Message-ID: <iz_fKpvfQ0S-3tYE4XgRKA@geopod-ismtpd-10>
Subject: From the Doctors: How does my doctor use AI?
To: neil@itpartnership.com

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Levels ( http://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXI=
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DPpubGlAlkI )Hi Neil, =E2=80=A8=E2=80=A8

Dr. Paul Ginart and Dr. Michael Loesche=20
( https://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc=
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lW9ZVIcSmzhkxh26MSsglF7iBsts ) here. We're back this
month, giving you a peek into how doctors are using AI. We'll
move beyond AI to other health tech topics in future newsletters,
so please send us your questions by replying to this email.

=E2=80=94 Dr. Paul Ginart and Dr. Michael Loesche

Q: How is my doctor using AI? Is my GP just asking GPT about my
symptoms like I do?
-----------------------------------------------------------------

A: Physician AI adoption is accelerating rapidly: According to
Doximity=E2=80=99s 2026 State of AI in Medicine report=20
( https://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc=
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xbDBjbXlmZTI0dGsifQ.83-DGhenlgytc3Krmy_UD8pWU9kHaGwimYNbV9W3zXo )
, 63% of physicians are now actively using AI in their
workflows. But doctors are using it in a fundamentally different
way than consumers.

Here is what your doctor is actually doing with AI:

* Eliminating administrative burnout: The vast majority of
current AI use is in the background. Doctors are using AI scribes
to write clinical notes, freeing them up to actually look at you
during a visit instead of staring at a computer screen.
* Targeted clinical queries: Doctors aren't asking broad
diagnostic questions. Because they already know the architecture
of care, they use AI to ask highly specific, targeted questions,
like verifying a medication dosage and appropriateness.
* Rapid literature review: Tools like OpenEvidence (a medical AI
specifically for verified physicians that recently processed 1
million clinical questions in a single day) act as high-speed
research assistants.
Personally, we find it indispensable in our telehealth
encounters to automatically craft notes, and we are actively
building smart medical records that incorporate all sorts of
continuous information, ranging from the dietary information in
your Levels app to genetic information. Unfortunately, this level
of integrated AI is not yet the standard of care, but we believe
it is rapidly approaching.

On the patient side, we hear more and more patients replacing
=E2=80=9CDr. Google=E2=80=9D with =E2=80=9CDr. AI=E2=80=9D. We love that th=
is brings a more
informed patient who can better advocate for themselves and make
better use of their appointment. However, we also frequently see
many of the cognitive biases manifesting that physicians are
taught to avoid, including premature closure (stopping the search
early) and anchoring (focusing on the first piece of
information).

Identifying your biases is critical because they easily propagate
to your AI. Remember to keep your questions open-ended and
non-loaded. Don=E2=80=99t ask, =E2=80=9Cdo these symptoms match condition X=
?=E2=80=9D
because the answer can be =E2=80=9Cyes=E2=80=9D and still wrong. Instead as=
k,
=E2=80=9CWhat is the differential for these symptoms?=E2=80=9D, then follow=
 up on
each.

There is another hard truth about AI in healthcare that isn=E2=80=99t
obvious: the medical sophistication of the user impacts the
accuracy of the AI response. Several=20
( https://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc=
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lZjRlbXl6MWwwY215ZmUyNHRrIn0.fYqZeKAyeTa_LAFDUbDf427KhYOIaBVLb1a_Ra9jk1w )
 studies ( https://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRv=
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I0dGsifQ.OB84wI6_t10RZ3dkeQSaDa1udu_Bp89Tuf7hMEKo7Q0 )
have shown that when an LLM is prompted by a non-clinician, its
medical accuracy can drop significantly (95% to 35%). Wording
(jargon vs common descriptions) and curation (what information is
included) can both play a role here. These are difficult for
patients to compensate for, but being aware can help you
calibrate the level of trust you put in the answers.

In the short term, AI will do two big things for physicians:
decrease time spent on administrative overhead, which frees up
time for patient care, and expand their clinical horizons to
improve the care delivered. This additional free time will be
important, as patients will be much more informed and physicians
will be able to better connect and guide patients through their
nuanced care decisions.

Is this useful? We=E2=80=99d love to hear your feedback and hear your
questions. Just reply directly to this email. =E2=80=94Paul & Michael

Looking to understand more about your metabolic health?
Explore our health news and advice site, Metabolic Insights=20
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d how you can do it too</span><span style=3D"display: none; max-height: 0px=
; overflow: hidden;">=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=
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le=3D"article" lang=3D"und" dir=3D"auto"><table align=3D"center" border=3D"=
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n=3D"center"><!--[if mso | IE]><table role=3D"presentation" border=3D"0" ce=
llpadding=3D"0" cellspacing=3D"0"><tr><td class=3D"" style=3D"vertical-alig=
n:top;width:600px;" ><![endif]--><div class=3D"mj-column-per-100 mj-outlook=
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th=3D"100%" style=3D"border-collapse: collapse; mso-table-lspace: 0pt; mso-=
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r" style=3D"font-size: 0px; word-break: break-word; border-collapse: collap=
se; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: 20px 204px;"><ta=
ble border=3D"0" cellpadding=3D"0" cellspacing=3D"0" role=3D"presentation" =
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0pt; mso-table-rspace: 0pt;"><tbody><tr><td style=3D"width: 192px; border-c=
ollapse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><a href=
=3D"http://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJp=
c3MiOiJtb25vbGl0aCIsInN1YiI6ImRldG91cl9saW5rIiwiaWF0IjoxNzg1MDc1OTU1LCJuYmY=
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7L1F1cCAelaAusZcmkH59L_h1i54" target=3D"_blank" style=3D"color: #ffffff; te=
xt-decoration: underline;"><img alt=3D"Levels" src=3D"https://www.dripuploa=
ds.com/uploads/image_upload/image/4067261/embeddable_ba6e48c3-9f97-46ef-ae0=
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"192" height=3D"auto"></a></td></tr></tbody></table></td></tr></tbody></tab=
le></td></tr></tbody></table></div><!--[if mso | IE]></td></tr></table><![e=
ndif]--></td></tr></tbody></table></div><!--[if mso | IE]></td></tr></table=
></td></tr></table><![endif]--></td></tr></tbody></table></div><!--[if mso =
| IE]></td></tr></table><![endif]--></td></tr></tbody></table><!--[if mso |=
 IE]><table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"=
0" class=3D"" role=3D"presentation" style=3D"width:600px;" width=3D"600" bg=
color=3D"#ffffff" ><tr><td style=3D"line-height:0px;font-size:0px;mso-line-=
height-rule:exactly;"><![endif]--><div style=3D"background: #ffffff; backgr=
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enter" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" role=3D"presentatio=
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xt-align: center; border-collapse: collapse; mso-table-lspace: 0pt; mso-tab=
le-rspace: 0pt; padding: 27px 20px;" align=3D"center"><!--[if mso | IE]><ta=
ble role=3D"presentation" border=3D"0" cellpadding=3D"0" cellspacing=3D"0">=
<tr><td class=3D"" width=3D"600px" ><table align=3D"center" border=3D"0" ce=
llpadding=3D"0" cellspacing=3D"0" class=3D"" role=3D"presentation" style=3D=
"width:560px;" width=3D"560" ><tr><td style=3D"line-height:0px;font-size:0p=
x;mso-line-height-rule:exactly;"><![endif]--><div style=3D"max-width: 560px=
; margin: 0px auto;"><table align=3D"center" border=3D"0" cellpadding=3D"0"=
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pse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><tbody><tr><t=
d style=3D"direction: ltr; font-size: 0px; text-align: center; border-colla=
pse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: 0;" a=
lign=3D"center"><!--[if mso | IE]><table role=3D"presentation" border=3D"0"=
 cellpadding=3D"0" cellspacing=3D"0"><tr><td class=3D"" style=3D"vertical-a=
lign:top;width:560px;" ><![endif]--><div class=3D"mj-column-per-100 mj-outl=
ook-group-fix" style=3D"font-size: 0px; text-align: left; direction: ltr; d=
isplay: inline-block; vertical-align: top; width: 100%;" align=3D"left"><ta=
ble border=3D"0" cellpadding=3D"0" cellspacing=3D"0" role=3D"presentation" =
width=3D"100%" style=3D"border-collapse: collapse; mso-table-lspace: 0pt; m=
so-table-rspace: 0pt;"><tbody><tr><td style=3D"vertical-align: top; border-=
collapse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: =
0 13px;" valign=3D"top"><table border=3D"0" cellpadding=3D"0" cellspacing=
=3D"0" role=3D"presentation" width=3D"100%" style=3D"border-collapse: colla=
pse; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><tbody><tr><td align=3D=
"left" style=3D"font-size: 0px; word-break: break-word; border-collapse: co=
llapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: 15px 6px;"><=
div style=3D"font-family: Arial, Helvetica, sans-serif; font-size: 16px; li=
ne-height: 1.2; text-align: left; color: #171717;" align=3D"left"><p style=
=3D"display: block; font-family: arial,helvetica,sans-serif; font-size: 16p=
x; color: #1b1416; margin: 0;"><span style=3D"font-size: 16px;"><span style=
=3D"line-height: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;">H=
i=C2=A0</span></span>Neil,<span style=3D"line-height: 1.5;"><span style=3D"=
font-family: Open Sans,sans-serif;">=C2=A0=E2=80=A8=E2=80=A8</span></span><=
/span></p></div></td></tr><tr><td align=3D"left" style=3D"font-size: 0px; w=
ord-break: break-word; border-collapse: collapse; mso-table-lspace: 0pt; ms=
o-table-rspace: 0pt; padding: 15px 6px 22px;"><div style=3D"font-family: Ar=
ial, Helvetica, sans-serif; font-size: 16px; line-height: 1.2; text-align: =
left; color: #171717;" align=3D"left"><p style=3D"display: block; font-fami=
ly: arial,helvetica,sans-serif; font-size: 16px; color: #1b1416; margin: 0;=
"><span style=3D"font-style: italic;"><span style=3D"line-height: 1.5;"><sp=
an style=3D"font-size: 16px;"><span style=3D'font-family: "Open Sans",sans-=
serif;'><span style=3D"font-style: italic;"><a href=3D"https://t.dripemail2=
.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc3MiOiJtb25vbGl0aCIsInN=
1YiI6ImRldG91cl9saW5rIiwiaWF0IjoxNzg1MDc1OTU1LCJuYmYiOjE3ODUwNzU5NTUsImFjY2=
91bnRfaWQiOiI0MDgwMzU1IiwiZGVsaXZlcnlfaWQiOiJ4OTVjbDBxZWUxNDE1YzB4dmJ5ZCIsI=
nRva2VuIjoieDk1Y2wwcWVlMTQxNWMweHZieWQiLCJzZW5kX2F0IjoxNzg1MDc4MDYwLCJlbWFp=
bF9pZCI6MTE5OTQwOTEsImVtYWlsYWJsZV90eXBlIjoiQnJvYWRjYXN0IiwiZW1haWxhYmxlX2l=
kIjo0ODEwNjY3LCJ1cmwiOiJodHRwczovL3d3dy5wcmVjaXNpb25sb25nZXZpdHkuaW8vYWJvdX=
Q_X19zPXBlZjRlbXl6MWwwY215ZmUyNHRrJnV0bV9zb3VyY2U9ZHJpcCZ1dG1fbWVkaXVtPWVtY=
WlsJnV0bV9jYW1wYWlnbj0lNUJGcm9tK3RoZStEb2N0b3JzK05ld3NsZXR0ZXIlNUQrNy0yNi0y=
NistK0hvdyt5b3VyK2RvYyt1c2VzKytBSSslNUJMZWFkcyU1RCZ1dG1fY29udGVudD1Gcm9tK3R=
oZStEb2N0b3JzJTNBK0hvdytkb2VzK215K2RvY3Rvcit1c2UrQUklM0YifQ.haLRMZKBZrEcSOP=
Wia9-eOgyMN7Hy_HAK1zd1oN0vX0" style=3D"color: #ffffff; text-decoration: und=
erline;"><span style=3D"color: #13171b; text-decoration: underline;">Dr. Pa=
ul Ginart and=C2=A0Dr. Michael Loesche</span></a>=C2=A0here. We're back thi=
s month, giving you a peek into how doctors are using AI. We'll move beyond=
 AI to other health tech topics in future newsletters, so please=C2=A0</spa=
n></span><span style=3D"color: #13171b; font-family: Open Sans,sans-serif;"=
><span style=3D"font-style: italic;">send us your questions by replying to =
this email.</span></span></span></span></span></p><p style=3D"display: bloc=
k; font-family: arial,helvetica,sans-serif; font-size: 16px; color: #1b1416=
; margin: 0;"><!-- notionvc: 6a974e11-a60a-4669-8af8-f0c8731415fe --></p></=
div></td></tr><tr><td align=3D"center" style=3D"font-size: 0px; word-break:=
 break-word; border-collapse: collapse; mso-table-lspace: 0pt; mso-table-rs=
pace: 0pt; padding: 0px 396px 0px 0;"><table border=3D"0" cellpadding=3D"0"=
 cellspacing=3D"0" role=3D"presentation" style=3D"border-collapse: collapse=
; border-spacing: 0px; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><tbod=
y><tr><td style=3D"width: 138px; border-collapse: collapse; mso-table-lspac=
e: 0pt; mso-table-rspace: 0pt;"><img alt=3D"" src=3D"https://www.dripupload=
s.com/uploads/image_upload/image/4796758/embeddable_b256de93-2675-4c3c-8693=
-77ca4ba180c0.png" style=3D"border-radius: 0px; display: block; outline: no=
ne; text-decoration: none; height: auto; width: 100%; font-size: 16px; line=
-height: 100%; -ms-interpolation-mode: bicubic; border-width: 0;" width=3D"=
138" height=3D"auto"></td></tr></tbody></table></td></tr><tr><td align=3D"l=
eft" style=3D"font-size: 0px; word-break: break-word; border-collapse: coll=
apse; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: 10px 6px;"><di=
v style=3D"font-family: Arial, Helvetica, sans-serif; font-size: 16px; line=
-height: 1.2; text-align: left; color: #171717;" align=3D"left"><p style=3D=
"display: block; font-family: arial,helvetica,sans-serif; font-size: 16px; =
color: #1b1416; margin: 0;"><span style=3D"font-size: 16px;"><span style=3D=
"font-style: italic;"><span style=3D"line-height: 1.5;"><span style=3D"font=
-family: Open Sans,sans-serif;">=E2=80=94 </span></span></span></span><span=
 style=3D"font-style: italic;"><span style=3D"line-height: 1.5;"><span styl=
e=3D"font-size: 16px;"><span style=3D"color: #13171b; font-family: Open San=
s,sans-serif;"><span style=3D"font-style: italic;">Dr. Paul Ginart and=C2=
=A0Dr. Michael Loesche=C2=A0</span></span></span></span></span></p></div></=
td></tr><tr><td align=3D"center" style=3D"font-size: 0px; word-break: break=
-word; border-collapse: collapse; mso-table-lspace: 0pt; mso-table-rspace: =
0pt; padding: 18px 0;"><p style=3D"border-top-width: 1px; border-top-color:=
 #000000; border-top-style: solid; font-size: 1px; width: 100%; display: bl=
ock; font-family: arial,helvetica,sans-serif; color: #1b1416; margin: 0px a=
uto;"></p><!--[if mso | IE]><table align=3D"center" border=3D"0" cellpaddin=
g=3D"0" cellspacing=3D"0" style=3D"border-top:solid 1px #000000;font-size:1=
px;margin:0px auto;width:534px;" role=3D"presentation" width=3D"534px" ><tr=
><td style=3D"height:0;line-height:0;"> &nbsp;
</td></tr></table><![endif]--></td></tr><tr><td align=3D"left" style=3D"fon=
t-size: 0px; word-break: break-word; border-collapse: collapse; mso-table-l=
space: 0pt; mso-table-rspace: 0pt; padding: 6px;"><div style=3D"font-family=
: Arial, Helvetica, sans-serif; font-size: 16px; line-height: 1.2; text-ali=
gn: left; color: #171717;" align=3D"left"><h3 style=3D"font-weight: unset; =
font-family: arial,helvetica,sans-serif; font-size: 16px; color: #5d7763; m=
argin: 0;"><span style=3D"color: #1d7d6c;"><span style=3D"font-weight: bold=
;"><span style=3D"font-size: 20px;"><span style=3D"font-family: Open Sans,s=
ans-serif;">Q: </span></span></span></span><span style=3D"color: #13171b;">=
<span style=3D"font-weight: bold;"><span style=3D"font-size: 20px;"><span s=
tyle=3D"font-family: Open Sans,sans-serif;">How is my doctor using AI? Is m=
y GP just asking GPT about my symptoms like I do?</span></span></span></spa=
n></h3></div></td></tr><tr><td align=3D"left" style=3D"font-size: 0px; word=
-break: break-word; border-collapse: collapse; mso-table-lspace: 0pt; mso-t=
able-rspace: 0pt; padding: 6px;"><div style=3D"font-family: Arial, Helvetic=
a, sans-serif; font-size: 16px; line-height: 1.2; text-align: left; color: =
#171717;" align=3D"left"><p style=3D"display: block; font-family: arial,hel=
vetica,sans-serif; font-size: 16px; color: #1b1416; margin: 0;"><span style=
=3D"color: #13171b;"><span style=3D"font-size: 20px;"><span style=3D"line-h=
eight: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;"><span style=
=3D"font-weight: bold;">A: </span></span></span></span></span><span style=
=3D"font-size: 16px;"><span style=3D"line-height: 1.5;"><span style=3D"font=
-family: Open Sans,sans-serif;"><span style=3D"color: #13171b;">Physician A=
I adoption is accelerating rapidly:=C2=A0According to </span><a href=3D"htt=
ps://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc3MiOi=
Jtb25vbGl0aCIsInN1YiI6ImRldG91cl9saW5rIiwiaWF0IjoxNzg1MDc1OTU1LCJuYmYiOjE3O=
DUwNzU5NTUsImFjY291bnRfaWQiOiI0MDgwMzU1IiwiZGVsaXZlcnlfaWQiOiJ4OTVjbDBxZWUx=
NDE1YzB4dmJ5ZCIsInRva2VuIjoieDk1Y2wwcWVlMTQxNWMweHZieWQiLCJzZW5kX2F0IjoxNzg=
1MDc4MDYwLCJlbWFpbF9pZCI6MTE5OTQwOTEsImVtYWlsYWJsZV90eXBlIjoiQnJvYWRjYXN0Ii=
wiZW1haWxhYmxlX2lkIjo0ODEwNjY3LCJ1cmwiOiJodHRwczovL3d3dy5kb3hpbWl0eS5jb20vc=
mVwb3J0cy9zdGF0ZS1vZi1haS1tZWRpY2luZS1yZXBvcnQvMjAyNj9fX3M9cGVmNGVteXoxbDBj=
bXlmZTI0dGsmdXRtX3NvdXJjZT1kcmlwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPSU=
1QkZyb20rdGhlK0RvY3RvcnMrTmV3c2xldHRlciU1RCs3LTI2LTI2Ky0rSG93K3lvdXIrZG9jK3=
VzZXMrK0FJKyU1QkxlYWRzJTVEJnV0bV9jb250ZW50PUZyb20rdGhlK0RvY3RvcnMlM0ErSG93K=
2RvZXMrbXkrZG9jdG9yK3VzZStBSSUzRiJ9.KfkmfaIq0bPzd5kj__P2lYfNixX3YWp53H0V37q=
t70g" style=3D"color: #ffffff; text-decoration: underline;"><span style=3D"=
color: #13171b; text-decoration: underline;">Doximity=E2=80=99s 2026 State =
of AI in Medicine report</span></a><span style=3D"color: #13171b;">, 63% of=
 physicians are now actively using AI in their workflows. But doctors are u=
sing it in a fundamentally different way than consumers.</span></span></spa=
n></span><br>=C2=A0</p><p style=3D"display: block; font-family: arial,helve=
tica,sans-serif; font-size: 16px; color: #1b1416; margin: 0;"><span style=
=3D"color: #13171b;"><span style=3D"font-size: 16px;"><span style=3D"line-h=
eight: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;">Here is wha=
t your doctor is <span style=3D"font-style: italic;">actually</span> doing =
with AI:</span></span></span></span></p><ul style=3D"display: block; font-f=
amily: arial,helvetica,sans-serif; font-size: 16px; color: #1b1416; margin:=
 0; padding: 0 24px;"><li><span style=3D"color: #13171b;"><span style=3D"fo=
nt-size: 16px;"><span style=3D"line-height: 1.5;"><span style=3D"font-famil=
y: Open Sans,sans-serif;"><span style=3D"font-weight: bold;">Eliminating ad=
ministrative burnout:</span> The vast majority of current AI use is=C2=A0in=
 the background. Doctors are=C2=A0using AI scribes to=C2=A0write clinical n=
otes, freeing them up to actually look at you during a visit instead of sta=
ring at a computer screen.</span></span></span></span></li><li><span style=
=3D"color: #13171b;"><span style=3D"font-size: 16px;"><span style=3D"line-h=
eight: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;"><span style=
=3D"font-weight: bold;">Targeted clinical queries:</span> Doctors aren't as=
king broad diagnostic questions. Because they already know the architecture=
 of care, they use AI to ask highly specific, targeted questions, like veri=
fying a medication dosage and appropriateness.</span></span></span></span><=
/li><li><span style=3D"color: #13171b;"><span style=3D"font-size: 16px;"><s=
pan style=3D"line-height: 1.5;"><span style=3D"font-family: Open Sans,sans-=
serif;"><span style=3D"font-weight: bold;">Rapid literature review:</span> =
Tools like OpenEvidence (a medical AI specifically for verified physicians =
that recently processed 1 million clinical questions in a single day) act a=
s high-speed research assistants.</span></span></span></span></li></ul>=C2=
=A0<p style=3D"display: block; font-family: arial,helvetica,sans-serif; fon=
t-size: 16px; color: #1b1416; margin: 0;"><span style=3D"color: #13171b;"><=
span style=3D"font-size: 16px;"><span style=3D"line-height: 1.5;"><span sty=
le=3D"font-family: Open Sans,sans-serif;">Personally, we find it <span styl=
e=3D"font-weight: bold;">indispensable in our telehealth encounters</span> =
to automatically craft notes, and we are actively building smart medical re=
cords that incorporate all sorts of continuous information, ranging from th=
e dietary information in your Levels app to genetic information. Unfortunat=
ely, this level of integrated AI is not yet the standard of care, but we be=
lieve it is rapidly approaching.</span></span></span></span><br>=C2=A0</p><=
p style=3D"display: block; font-family: arial,helvetica,sans-serif; font-si=
ze: 16px; color: #1b1416; margin: 0;"><span style=3D"color: #13171b;"><span=
 style=3D"font-size: 16px;"><span style=3D"line-height: 1.5;"><span style=
=3D"font-family: Open Sans,sans-serif;">On the patient side, we hear more a=
nd more patients replacing =E2=80=9CDr. Google=E2=80=9D with =E2=80=9CDr. A=
I=E2=80=9D. We love that this brings a more informed patient who can better=
 advocate for themselves and make better use of their appointment. However,=
 we also frequently see <span style=3D"font-weight: bold;">many of the cogn=
itive biases manifesting</span> that physicians are taught to avoid, includ=
ing premature closure (stopping the search early) and anchoring (focusing o=
n the first piece of information).</span></span></span></span><br>=C2=A0</p=
><p style=3D"display: block; font-family: arial,helvetica,sans-serif; font-=
size: 16px; color: #1b1416; margin: 0;"><span style=3D"color: #13171b;"><sp=
an style=3D"font-size: 16px;"><span style=3D"line-height: 1.5;"><span style=
=3D"font-family: Open Sans,sans-serif;">Identifying your biases is critical=
 because they easily propagate to your AI. Remember to=C2=A0<span style=3D"=
font-weight: bold;">keep your questions open-ended and non-loaded. </span>D=
on=E2=80=99t ask, =E2=80=9Cdo these symptoms match condition X?=E2=80=9D be=
cause the answer can be =E2=80=9Cyes=E2=80=9D and still wrong. Instead ask,=
 =E2=80=9CWhat is the differential for these symptoms?=E2=80=9D, then follo=
w up on each.</span></span></span></span><br>=C2=A0</p><p style=3D"display:=
 block; font-family: arial,helvetica,sans-serif; font-size: 16px; color: #1=
b1416; margin: 0;"><span style=3D"font-size: 16px;"><span style=3D"line-hei=
ght: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;"><span style=
=3D"color: #13171b;">There is another hard truth about AI in healthcare tha=
t isn=E2=80=99t obvious: <span style=3D"font-weight: bold;">the medical sop=
histication of the user impacts the accuracy of the AI response.</span> </s=
pan><a href=3D"https://t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJk=
ZXRvdXIiLCJpc3MiOiJtb25vbGl0aCIsInN1YiI6ImRldG91cl9saW5rIiwiaWF0IjoxNzg1MDc=
1OTU1LCJuYmYiOjE3ODUwNzU5NTUsImFjY291bnRfaWQiOiI0MDgwMzU1IiwiZGVsaXZlcnlfaW=
QiOiJ4OTVjbDBxZWUxNDE1YzB4dmJ5ZCIsInRva2VuIjoieDk1Y2wwcWVlMTQxNWMweHZieWQiL=
CJzZW5kX2F0IjoxNzg1MDc4MDYwLCJlbWFpbF9pZCI6MTE5OTQwOTEsImVtYWlsYWJsZV90eXBl=
IjoiQnJvYWRjYXN0IiwiZW1haWxhYmxlX2lkIjo0ODEwNjY3LCJ1cmwiOiJodHRwczovL3d3dy5=
tZWRyeGl2Lm9yZy9jb250ZW50LzEwLjY0ODk4LzIwMjYuMDUuMjYuMjYzNTM4MTh2MS5mdWxsLX=
RleHQ_X19zPXBlZjRlbXl6MWwwY215ZmUyNHRrJnV0bV9zb3VyY2U9ZHJpcCZ1dG1fbWVkaXVtP=
WVtYWlsJnV0bV9jYW1wYWlnbj0lNUJGcm9tK3RoZStEb2N0b3JzK05ld3NsZXR0ZXIlNUQrNy0y=
Ni0yNistK0hvdyt5b3VyK2RvYyt1c2VzKytBSSslNUJMZWFkcyU1RCZ1dG1fY29udGVudD1Gcm9=
tK3RoZStEb2N0b3JzJTNBK0hvdytkb2VzK215K2RvY3Rvcit1c2UrQUklM0YifQ.g71HTFevSQB=
GQABwMJXupixZ4RyRndnGz6cdP6iMgcA" style=3D"color: #ffffff; text-decoration:=
 underline;"><span style=3D"color: #13171b; text-decoration: underline;">Se=
veral</span></a><span style=3D"color: #13171b;"> </span><a href=3D"https://=
t.dripemail2.com/c/eyJhbGciOiJIUzI1NiJ9.eyJhdWQiOiJkZXRvdXIiLCJpc3MiOiJtb25=
vbGl0aCIsInN1YiI6ImRldG91cl9saW5rIiwiaWF0IjoxNzg1MDc1OTU1LCJuYmYiOjE3ODUwNz=
U5NTUsImFjY291bnRfaWQiOiI0MDgwMzU1IiwiZGVsaXZlcnlfaWQiOiJ4OTVjbDBxZWUxNDE1Y=
zB4dmJ5ZCIsInRva2VuIjoieDk1Y2wwcWVlMTQxNWMweHZieWQiLCJzZW5kX2F0IjoxNzg1MDc4=
MDYwLCJlbWFpbF9pZCI6MTE5OTQwOTEsImVtYWlsYWJsZV90eXBlIjoiQnJvYWRjYXN0IiwiZW1=
haWxhYmxlX2lkIjo0ODEwNjY3LCJ1cmwiOiJodHRwczovL3d3dy5uYXR1cmUuY29tL2FydGljbG=
VzL3M0MTU5MS0wMjUtMDQwNzQteT9fX3M9cGVmNGVteXoxbDBjbXlmZTI0dGsmdXRtX3NvdXJjZ=
T1kcmlwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPSU1QkZyb20rdGhlK0RvY3RvcnMr=
TmV3c2xldHRlciU1RCs3LTI2LTI2Ky0rSG93K3lvdXIrZG9jK3VzZXMrK0FJKyU1QkxlYWRzJTV=
EJnV0bV9jb250ZW50PUZyb20rdGhlK0RvY3RvcnMlM0ErSG93K2RvZXMrbXkrZG9jdG9yK3VzZS=
tBSSUzRiJ9.e7hB2vO_ZqnS6e9AXA-pgFak0SCF59UhnS6IrXh1ulA" style=3D"color: #ff=
ffff; text-decoration: underline;"><span style=3D"color: #13171b; text-deco=
ration: underline;">studies</span></a><span style=3D"color: #13171b;"> have=
 shown that when an LLM is prompted by a non-clinician, its medical accurac=
y can drop significantly (95% to 35%). Wording (jargon vs common descriptio=
ns) and curation (what information is included) can both play a role here. =
These are difficult for patients to compensate for, but being aware can hel=
p you calibrate the level of trust you put in the answers.=C2=A0</span></sp=
an></span></span><br>=C2=A0</p><p style=3D"display: block; font-family: ari=
al,helvetica,sans-serif; font-size: 16px; color: #1b1416; margin: 0;"><span=
 style=3D"color: #13171b;"><span style=3D"font-size: 16px;"><span style=3D"=
line-height: 1.5;"><span style=3D"font-family: Open Sans,sans-serif;">In th=
e short term, <span style=3D"font-weight: bold;">AI will do two big things =
for physicians: decrease time spent on administrative overhead</span>, whic=
h frees up time for patient care, and expand their clinical horizons to imp=
rove the care delivered. This additional free time will be important, as pa=
tients will be much more informed and physicians will be able to better con=
nect and guide patients through their nuanced care decisions.</span></span>=
</span></span></p><p style=3D"display: block; font-family: arial,helvetica,=
sans-serif; font-size: 16px; color: #1b1416; margin: 0;"><!-- notionvc: a6b=
34a24-a6e6-49f2-8b00-459812e44e9e --></p><p style=3D"display: block; font-f=
amily: arial,helvetica,sans-serif; font-size: 16px; color: #1b1416; margin:=
 0;"><!-- notionvc: 2cbfa520-d700-4321-bdad-8c6a9be95801 --></p><p style=3D=
"display: block; font-family: arial,helvetica,sans-serif; font-size: 16px; =
color: #1b1416; margin: 0;"><!-- notionvc: adf1b865-be33-44ef-8185-221c20b4=
c2fb --></p><p style=3D"display: block; font-family: arial,helvetica,sans-s=
erif; font-size: 16px; color: #1b1416; margin: 0;"><!-- notionvc: 374551f1-=
a07e-4dc6-bcab-0111ff601dee --></p><!-- notionvc: aae5adea-9267-4a21-95f9-5=
e2149d4025c --><span style=3D"font-size: 14px;"><span style=3D"line-height:=
 1.5;"><span style=3D"font-family: Open Sans,sans-serif;"><span style=3D"co=
lor: #13171b;"><!-- notionvc: a822d5e2-9aae-4c25-97b8-1b8b310518f2 --></spa=
n></span></span></span></div></td></tr><tr><td align=3D"center" style=3D"fo=
nt-size: 0px; word-break: break-word; border-collapse: collapse; mso-table-=
lspace: 0pt; mso-table-rspace: 0pt; padding: 12px 0;"><p style=3D"border-to=
p-width: 1px; border-top-color: #000000; border-top-style: solid; font-size=
: 1px; width: 100%; display: block; font-family: arial,helvetica,sans-serif=
; color: #1b1416; margin: 0px auto;"></p><!--[if mso | IE]><table align=3D"=
center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" style=3D"border-to=
p:solid 1px #000000;font-size:1px;margin:0px auto;width:534px;" role=3D"pre=
sentation" width=3D"534px" ><tr><td style=3D"height:0;line-height:0;"> &nbs=
p;
</td></tr></table><![endif]--></td></tr><tr><td align=3D"left" style=3D"fon=
t-size: 0px; word-break: break-word; border-collapse: collapse; mso-table-l=
space: 0pt; mso-table-rspace: 0pt; padding: 6px;"><div style=3D"font-family=
: Arial, Helvetica, sans-serif; font-size: 16px; line-height: 1.2; text-ali=
gn: left; color: #171717;" align=3D"left"><p style=3D"display: block; font-=
family: arial,helvetica,sans-serif; font-size: 16px; color: #1b1416; margin=
: 0;"><span style=3D"line-height: 1.5;"><span style=3D"font-style: italic;"=
><span style=3D"font-size: 14px;"><span style=3D"font-family: Open Sans,san=
s-serif;"><span style=3D"color: #13171b;">Is this useful? We=E2=80=99d love=
 to hear your feedback and hear your questions. Just reply directly to this=
 email. =E2=80=94Paul &amp; Michael</span></span></span></span></span></p><=
/div></td></tr></tbody></table></td></tr></tbody></table></div><!--[if mso =
| IE]></td></tr></table><![endif]--></td></tr></tbody></table></div><!--[if=
 mso | IE]></td></tr></table></td></tr></table><![endif]--></td></tr></tbod=
y></table></div><!--[if mso | IE]></td></tr></table><table align=3D"center"=
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tyle=3D"line-height:0px;font-size:0px;mso-line-height-rule:exactly;"><![end=
if]--><div style=3D"background: #222222; background-color: #222222; max-wid=
th: 600px; margin: 0px auto;"><table align=3D"center" border=3D"0" cellpadd=
ing=3D"0" cellspacing=3D"0" role=3D"presentation" style=3D"background: #222=
222; background-color: #222222; width: 100%; border-collapse: collapse; mso=
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<td style=3D"direction: ltr; font-size: 0px; text-align: center; border-col=
lapse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding: 0px=
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der=3D"0" cellpadding=3D"0" cellspacing=3D"0"><tr><td class=3D"" width=3D"6=
00px" ><table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=
=3D"0" class=3D"" role=3D"presentation" style=3D"width:556px;" width=3D"556=
" ><tr><td style=3D"line-height:0px;font-size:0px;mso-line-height-rule:exac=
tly;"><![endif]--><div style=3D"max-width: 556px; margin: 0px auto;"><table=
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presentation" style=3D"width: 100%; border-collapse: collapse; mso-table-ls=
pace: 0pt; mso-table-rspace: 0pt;"><tbody><tr><td style=3D"direction: ltr; =
font-size: 0px; text-align: center; border-collapse: collapse; mso-table-ls=
pace: 0pt; mso-table-rspace: 0pt; padding: 0;" align=3D"center"><!--[if mso=
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ing=3D"0"><tr><td class=3D"" style=3D"vertical-align:top;width:556px;" ><![=
endif]--><div class=3D"mj-column-per-100 mj-outlook-group-fix" style=3D"fon=
t-size: 0px; text-align: left; direction: ltr; display: inline-block; verti=
cal-align: top; width: 100%;" align=3D"left"><table border=3D"0" cellpaddin=
g=3D"0" cellspacing=3D"0" role=3D"presentation" width=3D"100%" style=3D"bor=
der-collapse: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><tbo=
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le-lspace: 0pt; mso-table-rspace: 0pt; padding: 0 8px;" valign=3D"top"><tab=
le border=3D"0" cellpadding=3D"0" cellspacing=3D"0" role=3D"presentation" w=
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o-table-rspace: 0pt;"><tbody><tr><td align=3D"center" style=3D"font-size: 0=
px; word-break: break-word; border-collapse: collapse; mso-table-lspace: 0p=
t; mso-table-rspace: 0pt; padding: 12px 0;"><p style=3D"border-top-width: 1=
px; border-top-color: #222222; border-top-style: solid; font-size: 1px; wid=
th: 100%; display: block; font-family: arial,helvetica,sans-serif; color: #=
1b1416; margin: 0px auto;"></p><!--[if mso | IE]><table align=3D"center" bo=
rder=3D"0" cellpadding=3D"0" cellspacing=3D"0" style=3D"border-top:solid 1p=
x #222222;font-size:1px;margin:0px auto;width:540px;" role=3D"presentation"=
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</td></tr></table><![endif]--></td></tr><tr><td align=3D"center" style=3D"f=
ont-size: 0px; word-break: break-word; border-collapse: collapse; mso-table=
-lspace: 0pt; mso-table-rspace: 0pt; padding: 12px 450px 12px 0;"><table bo=
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mso-table-rspace: 0pt;"><tbody><tr><td style=3D"width: 90px; border-collaps=
e: collapse; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"><a href=3D"http=
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