Upload
rocio
View
54
Download
3
Tags:
Embed Size (px)
DESCRIPTION
2025: 20% doctor included?. an exercise in technology speculation & musings. vinod khosla [email protected] twitter: @ vkhosla. 10% to 20% of cases: delayed, missed, and incorrect diagnosis. graber , et al., jama , 2005. - PowerPoint PPT Presentation
Citation preview
2025: 20% doctor included?
an exercise in technology speculation & musings
vinod [email protected]
twitter: @vkhosla
2
10% to 20% of cases: delayed, missed, and incorrect diagnosis
graber, et al., jama, 2005
3
40,000+ patients in u.s. icus may die with a misdiagnosis annually
winters, et al., bmj quality & safety, 2012
4
50% of MDs are below-averagemath
5
human doctors
cognitive limitations
cognitive biases
6
a study of one hundred cases of diagnostic error involving internists found…
Article: http://archinte.jamanetwork.com/article.aspx?articleid=486642
7
…system-related factors contributed to the diagnostic error in 65% of the cases and
cognitive factors in 74%...
Article: http://archinte.jamanetwork.com/article.aspx?articleid=486642
8
…premature closure was the single most common cause
Article: http://archinte.jamanetwork.com/article.aspx?articleid=486642
9
the value of second opinions
Source: http://www.businessinsurance.com/article/20111204/NEWS05/312049987?tags=|74|305|339|342
cleveland clinic doctors’ review of initial diagnosis
recommend minor changes to treatment plan
recommend moderate changes to treatment plan
recommend major changes to treatment plan
find need for further testing
disagree with initial diagnosis
22%
26%
18%
15%
11%
10
the American College of Cardiology and the American Heart Association made 7,196 recommendations leading to 53 practice guidelines on 22 topics…
…48% have level C evidence (the worst kind)…
…11% have level A evidence (the best kind)…
…and only 19% of recommendations in class I guidelines had level A evidence
Source: www.ncbi.nlm.nih.gov/pubmed/19244190
11
surgeons were given detailed diagnoses & asked if patients should get surgery …
half said yes … the other half said no …
when asked again two years later, 40% of the docs gave a different answer
Source: http://jama.jamanetwork.com/article.aspx?articleid=380215
12
four cardiologists were asked to diagnose stenosis in patients
using high-quality angiograms …
… they disagreed 60% of the time…and disagreed with themselves (on re-
reads) 8-37% of the time
13
fifty-eight experts’ estimates of the chance of an outcome of an important procedure
0% 0.2% 0.5% 1% 1% 1% 1.5% 1.5% 2% 3% 3% 4% 5% 5% 5% 5% 5% 5% 5% 6% 6% 6% 8% 10% 10% 10% 10% 13% 13% 15% 15% 18% 20% 20% 20% 25% 25% 25% 30% 30% 40% 50% 50% 50% 62% 70% 73% 75 75% 75% 75% 80% 80% 80% 80%
80% 80% 100%
what does a consensus of a group whose perceptions might vary from 0% to 100% even mean?
14
wide ranges of uncertainty
Source: http://jama.jamanetwork.com/article.aspx?articleid=380215
seventeen experts’ estimates of the effect of screening on colon cancer deaths
0% 25% 50% 75% 100%
proportion of colon cancer deaths prevented
= one expert’s response
15
conventional wisdom and the “tradition of medicine”
Source: http://www.newscientist.com/article/mg20727711.400-fever-friend-or-foe.html
should fever be reduced in critically ill patients?
“there were seven deaths in people getting standard treatment and only one in those allowed to have fever”
“the team felt compelled to call a halt, feeling it would be unethical to allow any more patients to get standard treatment”
16
nearly half of all american adults have difficulty understanding and acting upon
health informationinstitute of medicine of the national academies, 2004
http://www.nap.edu/openbook.php?record_id=10883&page=1
17
there is good reason to challenge the assumption
that every individual practitioner's decision is necessarily correct
eddy, et al., jama, 1990
18
for most study designs and settings,it is more likely for a research claim
to be false than trueioannidis, plos med, 2005
http://online.wsj.com/article/SB10001424052702303983904579093252573814132.html19
inescapable conflicts of interest…
…most physicians are motivated to deliver quality care…
…but the typical physician response also includes a desire to protect high salaries…
20
entrepreneurs will ask the naïve questions that uncover
hidden assumptions…
…and move us to the grey zone of “speculations”
21
in the future,patients will have the data & analysis to
become the CEO of your own healthpeter diamandis
22
80% of what MDs do can be replaced (with better care than the average MD)…
…but not every MD function will be replaced
23
the “human” element of care can be provided by the most “humane” humans
(and MDs can be humane)
24
machines are better at integrative medicine…
…across “all symptoms”, demeanor, patient history, phone activity, 1000s of data points, genomics, population
management guidelines, …
…and machines won’t have to win every time…
…they’ll just be better overall
25
Lifecom CHAMP in acute care
I …distributed care with medical assistants were 91% accurate
without labs, imaging, or exams
II …“safe triage” with 75% physician bypass rate for acute care encounters
26
isabel II
matched expert diagnoses 91-95% of the time
27
dr. algorithm
v0
28
the transition will start with “toddler MDs” and digital first-aid kits
29
Cellscope: ENT+ derm images…
Adamant: breath analysis
Eyenetra: auto-optometrist
Ginger.io: mental health
Alivecor: frequent EKG+ analysis
Quanttus: physiological metrics (HR, BP, SV, CO, RR, T, …)
Medgle: graph of medicine
Healthtap, Crowdmed: crowdsourced answers
Kyron: practice based evidence
Jawbone, Misfit: wellness wearables
don’t wait days to take your daughter to the hospital…
…check her ear infection as soon as it hurts
30 *a khosla ventures investmentCellScope
don’t go to the hospital and get connected to a bunch of electrodes…
…take your own ecg for less than a buck…
…and know you have heart disease before you have an attack!
31 *a khosla ventures investmentAliveCor
don’t go to the optometrist…
…get measured for glasses at home
32 *a khosla ventures investmentEyeNetra
don’t guess what’s going on inside your body…
…get vital intelligence
33 *a khosla ventures investmentQuanttus
Adamant Technologies
NOx: 40ppm
don’t wait for an asthma attack…
…know when it’s coming
34 *a khosla ventures investmentAdamant
forget kappas of 0.2 in the DSM-5…
…get reliable, consistent diagnoses
35 *a khosla ventures investmentGinger.io
graph the world of medicine…
…and see where you fit
36 *a khosla ventures investmentMEDgle
evidence-based medicine isn’t enough…
…think practice-based evidence
37 *a khosla ventures investmentKyron
… use data-mining to learn ethnicity-specific drug interactions(e.g. statins work differently in Indians)
thousands of physicians…
…no waiting room
38 *a khosla ventures investmentHealthTap
...and your innovation here (call us)
39
40
healthcare service stations&
digital first aid kits
41
keep people out of the doctor’s office…
…with point innovations in cardiology, dermatology, optometry, psychiatry,
internal medicine, …
42
innocuous point innovations…
…will evolve into a wave and explode into a tsunami
43
dr. algorithm
v0v1 – 2015v2 – 2017v3 – 2019v4 – 2021v5 – 2023v6 – 2025
…
44
we’ll start with clumsy point innovations like alivecor, cellscope, adamant, ginger.io,
neurotrek, consumer physics, jawbone, misfit, …
…“insighted” by machine learning…
…leading us to discover things we never knew were right in front of us
45
the best MDs will train systems over 10 years…
…systems will symbiotically provide “bionic assist” and “AMPLIFY” MDs
46
dr. house+++ will be the trainer for dr. algorithm
…no manners required!…but manners learned!
47
findings thanks to data
using statins for in-hospital stroke patients reduced the death rate by 40%!
kaiser permanente
48
the practice of medicine
the science of medicine
49
I will be wrong on the specifics but directionally right
50
the shift to “computerization” has already happened in other areas…
…airline pilots, stock trading, car driving
51
there aren’t enough rural doctors in india and few have access to
jama journals, mris, …
…the world of medicine is under-resourced globally
53
56
better data for post-study studies
overcome ioannidis’ problem of regressions to the mean
57
smart computers can be objective cost minimizers…
…while being care optimizers
59
would a hospital cure you in half the time…
…if it meant cutting their business in half?
60
would big pharma give you a better drug…
…if it meant losing subscription revenue?
61
would most psychiatrists cure you…
…if it meant cutting off the recurring revenue visits?
62
would a medical device manufacturer sell you a less-expensive sensor…
…if it meant cannibalizing sales of
the really expensive equipment?
63
findings thanks to data
depression is a risk factor for diabetes
64
devices
analytics
data
improved patient outcomes at lower cost
architecting healthcare
65
social and technological forces are conspiring to make
the traditional role of the doctor irrelevantbryan vartabedian (attending, texas children's hospital)
66
baseline systems models of patients
67
computerized dialog managers
68
innovation starts at the fringes
69
hundreds of “experts” …28,000+ forecasts over 20+ years
results: “experts” are poorer forecasters than
dart-throwing monkeys
the folly of experts: tetlock study
70
don’t prescribe pills …
… prescribe apps
71
adverse drug events increase hospital costs by >$3000 per stay…
…and billions (estimates range from 110 - 180 B) in annual spending nationwide
72
in a study of 3 hospitals, 40% of adverse events were medication-related
73
the cost of drug-related morbidity and mortality exceeded $177.4 billion in 2000.
74
nearly half of all american adults have difficulty understanding and acting upon
health informationinstitute of medicine of the national academies
75
most [patients] preferred receiving their discharge information from
the [computer] agent compared to their doctors or nurses
in the hospitalbickmore, et al., interacting with computers
76
virtually all of the current quality assurance and cost-containment mechanisms
assume that there is "accuracy in numbers."
why should we assume that the physician offering the second opinion knows the correct answer?
what does a consensus of a group whose perceptions might vary from 0% to 100% even mean?
eddy, et al., jama, 1990
get the answers to questions…
…you never knew to ask
80 *a khosla ventures investmentAyasdi
get second opinions…
…from everyone
81 *a khosla ventures investmentCrowdMed
track your life…
…all from your wrist
82 *a khosla ventures investmentJawbone
track your life…
…with a fashion statement
83 *a khosla ventures investmentMisfit