-
As a kid I always loved information
-
that I could get from data
-
and the stories that could be told with numbers.
-
I remember, growing up, I'd be frustrated at
-
how my own parents would lie to me using numbers.
-
"Talithia, if I've told you once
I've told you a thousand times."
-
No dad, you've only told me 17 times
-
and twice it wasn't my fault. (Laughter)
-
I think that is one of the reasons I got a Ph.D. in statistics.
-
I always wanted to know,
-
what are people trying to hide with numbers?
-
As a statistician,
-
I want people to show me the data
-
so I can decide for myself.
-
Donald and I were pregnant with our third child
-
and we were at about 41 and a half weeks,
-
what some of you may refer to as being overdue.
-
Statisticians, we call that
-
being within the 95 percent confidence interval.
-
(Laughter)
-
And at this point in the process
-
we had to come in every couple of days
-
to do a stress test on the baby,
-
and this is just routine,
-
it tests whether or not the baby
is feeling any type of undue stress.
-
And you are rarely, if ever, seen by your actual doctor,
-
just whoever happens to be
working at the hospital that day.
-
So we go in for a stress test and after 20 minutes
-
the doctor comes out and he says,
-
"Your baby is under stress, we need to induce you."
-
Now, as a statistician, what's my response?
-
Show me the data!
-
So then he proceeds to tell us
-
the baby's heart rate trace went from 18 minutes,
-
the baby's heart rate was in the normal zone
-
and for two minutes it was in what appeared to be
-
my heart rate zone and I said,
-
"Is it possible that maybe this was my heart rate?
-
I was moving around a little bit,
-
it's hard to lay still on your back,
-
41 weeks pregnant for 20 minutes.
-
Maybe it was shifting around."
-
He said, "Well, we don't want to take any chances."
-
I said okay.
-
I said, "What if I was at 36 weeks
-
with this same data?
-
Would your decision be to induce?"
-
"Well, no, I would wait until you were at least
-
38 weeks, but you are almost 42,
-
there is no reason to leave that baby inside,
-
let's get you a room."
-
I said, "Well, why don't we just do it again?
-
We can collect more data.
-
I can try to be really still for 20 minutes.
-
We can average the two and see
-
what that means. (Laughter)
-
And he goes,
-
"Ma'am, I just don't want you to have a miscarriage."
-
That makes three of us.
-
And then he says,
-
"Your chances of having a miscarriage double
-
when you go past your due date. Let's get you a room."
-
Wow. So now as a statistician, what's my response?
-
Show me the data!
-
Dude, you're talking chances,
-
I do chances all day long, tell me all about chances.
-
Let's talk chances. (Laughter)
-
Let's talk chances.
-
So I say, "Okay, great.
-
Do I go from a 30-percent
chance to a 60-percent chance?
-
Where are we here with this miscarriage thing?
-
And he goes, "Not quite, but it doubles,
-
and we really just want what's best for the baby."
-
Undaunted, I try a different angle.
-
I said, "Okay, out of 1,000 full-term pregnant women,
-
how many of them are going to miscarry
-
just before their due date?
-
And then he looks at me and looks at Donald,
-
and he goes, about one in 1,000.
-
I said, "Okay, so of those 1,000 women, how many
-
are going to miscarry just after their due date?"
-
"About two." (Laughter)
-
I said, "Okay, so you are telling me that my chances
-
go from a 0.1-percent chance
-
to a 0.2-percent chance.
-
Okay, so at this point the data is not convincing us
-
that we need to be induced,
-
and so then we proceed to have a conversation
-
about how inductions lead to a higher rate
-
of Cesarean sections, and if at all
possible we'd like to avoid that.
-
And then I said, you know,
-
and I really don't think my due date is accurate. (Laughter)
-
And so this really stunned him
-
and he looks sort of puzzled
-
and I said, well you may not know this
-
but pregnancy due dates are calculated
-
assuming that you have a standard 28 day cycle
-
and my cycle ranges,
-
sometimes it's 27, sometimes it is up to 38...
-
and I have been collecting the data to prove it.
-
(Laughter)
-
And so we ended up leaving the hospital that day
-
without being induced,
-
we actually had to sign a waiver to walk out of the hospital.
-
And I'm not advocating that you not listen to your Doctors,
-
because even with our first child
-
we were induced at 38 weeks, cervical fluid was low,
-
I'm not anti-medical intervention.
-
But why were confident to leave that day?
-
Well, we had data that told a different story.
-
We had been collecting data for six years.
-
I had this temperature data,
-
and it told a different story.
-
In fact, we could probably pretty accurately estimate conception.
-
Yeah, that's a story you want to tell
-
at your kid's wedding reception. (Laughter)
-
I remember like it was yesterday... (Laughter)
-
my temperature was a sizzling 97.8 degrees
-
as I stared into your father's eyes. (Laughter)
-
22 more years we're telling that story.
-
But we were confident to leave because
-
we had been collecting data.
-
Now what does that data look like?
-
Here's a standard chart
-
of a woman's waking body temperature
-
during the course of a cycle.
-
So from the beginning of the menstrual cycle
-
until the beginning of the next.
-
You'll see that the temperature is not random.
-
Right, there clearly there is a low pattern
-
at the beginning of her cycle
-
and then you see this jump and then a higher
-
set of temperatures at the end of her cycle.
-
So what's happening here?
-
What is that data telling you?
-
Well ladies, at the beginning of our cycle,
-
the hormone estrogen is dominant and that estrogen
-
causes a suppression of your body temperature.
-
And at ovulation, your body releases an egg
-
and progesterone takes over, pro-gestation.
-
And so your body heats up in anticipation
-
of housing this new little fertilized egg.
-
So why this temperature jump?
-
Well, think about when a bird sits on her eggs...
-
why is she sitting on them?
-
She wants to keep them warm,
-
protect them and keep them warm.
-
Ladies, this is exactly what our bodies do every month,
-
they heat up in anticipation
-
of keeping a new little life warm.
-
And if nothing happens, if you are not pregnant,
-
then estrogen takes back over and that cycle starts all over again.
-
But if you do get pregnant, sometimes you
-
actually see another shift in your temperatures
-
and it stays elevated for those whole nine months.
-
That's why you see those pregnant woman
-
just sweating and hot...
-
because their temperatures are high.
-
Here is a chart that we had about 3 or 4 years ago
-
we were really very excited about this chart,
-
you'll se the low temperature level
-
and then a shift and for about five days,
-
that's about the time it takes for the egg to travel
-
down the fallopian tube and implant,
-
and then you see those temperature charts go up a little bit.
-
And in fact, we had a second temperature shift
-
confirmed with a pregnancy test that were indeed pregnant
-
with our fist child, very exciting.
-
Until a couple of days later
-
I saw some spotting and then I noticed heavy blood flow,
-
and we had in fact had an early stage miscarriage.
-
Had I not been taking my temperature....
-
I really just thought my period was late that month....
-
but we actually had data to show
-
that we had miscarried this baby,
-
and even though this data revealed a really
-
unfortunate event in our lives,
-
it was information that we can then take to our doctor.
-
So if there was a fertility issue or some problem
-
I had data to show,
-
we got pregnant, our temperature shifted,
-
we somehow lost this baby...
-
what is it that we can do to help prevent this problem?
-
And it's not just about temperatures
-
and it is not just about fertility,
-
we can use data about our bodies to tell us a lot of things.
-
For instance, did you know that taking your
-
temperature can tell you a lot
-
about the condition of your thyroid?
-
So your thyroid works a lot like the thermostat in your house.
-
There is an optimal temperature that you want in your house,
-
you set your thermostat,
-
when it gets too cold in the house your thermostat kicks in
-
and says, "hey we need to blow some heat around",
-
or if it gets too hot your thermostat
-
sort of registers turn the AC on, cool us off
-
that's exactly how your thyroid works in your body.
-
Your thyroid tries to keep an optimal temperature
-
for your body.
-
If it get too cold your thyroid says we need to heat up,
-
if it gets too hot, your thyroid cools you down.
-
But what happens when your thyroid is not functioning well?
-
But when it doesn't function then it shows up
-
in your body temperatures,
-
they tend to be lower than normal and very erratic.
-
So by collecting this data
-
you can find out information about your thyroid.
-
Now, what is it, if you had a thyroid problem and you went to the doctor,
-
your doctor would actually test the amount of
-
thyroid stimulating hormone in your blood.
-
But the problem with that test is
-
it doesn't tell you how active the hormone is in your body.
-
So you may have a lot of hormone present
-
but it might not be actively working to regulate
-
your body temperature.
-
So just by collecting your temperature every day
-
you get information about the condition of your thyroid.
-
So what if you don't want to take your temperature every day?
-
I advocate that you do
-
but there's tons of other things you can take.
-
You can take your blood pressure, you can take your weight...
-
yeah, who's excited about
-
taking your weight every day. (Laughter)
-
Early on in our marriage Donald had a stuffy nose
-
and he had been taking a slew of medications
-
to try to relieve his stuffy nose to no avail.
-
And so that night he comes and he wakes me up and he says
-
"honey, I can't breath out of my nose".
-
And I sort of roll over and I look, and I said, well can you breath out of your mouth?
-
And he goes, "yes, but I cant breath out of my nose"!
-
And so like any good wife, I rush him
-
to the emergency room
-
at two o'clock in the morning.
-
And the whole time I'm driving and I'm thinking
-
you can't die on my now. (Laughter)
-
We just got married
-
people would think I killed you!
-
And so, we get to the ER and the nurse sees us
-
and he can't breath out of his nose and so
-
she brings us to the back and the doctor say,
-
what seems to be the problem and he goes,
-
"I can't breath out of my nose".
-
And he said, you can't breath out of your nose? "No"...
-
but he can breath out of his mouth...(laughter)
-
He takes a step back and he looks at both of us
-
and he says sir, I think I know the problem.
-
You're having a heart attack,
-
I'm going to order an EKG and a CAT scan
-
for you immediately.
-
And we are thinking,
-
no, no, no... it's not a heart attack, he can breathe,
-
just out of his mouth. No, no. no.
-
and so we go back and forth with this doctor
-
because we think it is the incorrect diagnosis
-
and he's like no really, it'll be fine, just calm down.
-
And I'm thinking, how do you calm down... I don't think he's having a heart attack.
-
Fortunately for us, this doctor was at the end of the shift.
-
So this new doctor comes in he sees us clearly
-
distraught, with a husband who can't breath
-
out of his nose. (Laughter)
-
He starts asking us questions.
-
He says well, do you two exercise?
-
We ride our bikes, we go to the gym,
-
occasionally. (Laughter)
-
We move around.
-
And he says, what were you doing just before you came here?
-
I'm thinking, I was sleeping, honestly...
-
But okay, what was Donald doing just before?
-
So Donald goes into this slew of medications he was taking.
-
He lists, I took this decongestant and then took this nasal spray
-
and then all of a sudden the light bulb goes off and he says,
-
"Oh! You should never mix this decongestant with this nasal spray,
-
clogs you up every time.
-
Here, take this one instead,"
-
and he gives us a prescription.
-
We're looking at each other and I looked at the doctor
-
and I said why is it that it seems like you
-
were able to accurately diagnose his condition
-
but this previous doctor wanted to order
-
an EKG and a CAT scan?
-
And he looks at us and says,
-
"when a 350 pound man walks in the ER
-
and says he can't breath,
-
you assume he's having a heart attack
-
and you ask questions later."
-
ER doctors are trained to make decisions quickly,
-
but not always accurately.
-
And so had we had some information
-
about our heart health to share with him
-
maybe we would have gotten a better diagnosis
-
the first time.
-
I want you to consider the following chart,
-
of systolic blood pressure measurements
-
from October 2010 to July 2012.
-
You'll see that these measurements start
-
in the prehypertension/Hypertension zone,
-
but over about the course of a year and a half
-
they move into the normal zone.
-
This is about the hear rate of a healthy 16 year old.
-
What story is this data telling you?
-
Obviously is the data from someone
-
who's made a drastic transformation
-
and fortunately for us, that person happens to be here today.
-
So that 350 pound guy that walked into the ER with me
-
is now an even sexier and healthier
-
225 pound guy, and that's his blood pressure trace.
-
So over the course of that year and a half
-
Donald's eating changed
-
and his exercise regimen changed,
-
and his heart rate responded,
-
his blood pressure responded to that change
-
that he made in his body.
-
So what's the take home message
-
that I want you to leave with today?
-
By taking ownership of your data just like we've done,
-
just by taking this daily measurements about yourself,
-
you become the expert on your body.
-
You become the authority.
-
It's not hard to do.
-
You don't have to have a Ph.D. in statistics
-
to be an expert in yourself.
-
You don't have to have a medical degree
-
to be your body's expert.
-
Medical doctors, they're experts on the population,
-
but you are the expert on yourself.
-
And so when the two of you come together,
-
when two experts come together
-
the two of you are able to make a better decision
-
than just your doctor alone.
-
Now that you understand the power of information
-
that you can get through personal data collection,
-
I'd like you all to stand and raise your right hand.
-
(Laughter)
-
Yes, get it up.
-
I challenge you to take ownership of your data
-
and today, I hereby confer upon you
-
a TEDx associate's degree in elementary statistics
-
with a concentration in time dependent data analysis
-
with all the rights and privileges appertaining thereto.
-
And so the next time you are in your doctor's office.
-
As newly inducted statisticians,
-
what should always be your response?
-
Show me the data! I can't hear you...
-
Show me the data!
-
One more time...
-
Show me the data!
-
Show me the data.
-
Thank you.
-
(Applause)