Biases & Mistakes in Epilepsy Care
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Transcript of Biases & Mistakes in Epilepsy Care
Biases & Mistakes Biases & Mistakes in Epilepsy Carein Epilepsy Care
Orrin Devinsky, M.D.NYU Langone Epilepsy Center
Biases in Epilepsy Care: Biases in Epilepsy Care: Lessons of Behavioral Lessons of Behavioral
EconomicsEconomics
Diagnostic Bias Prospect Theory Law of Small Numbers Status Quo Bias Availability Heuristic
Biases in Medicine: Biases in Medicine: Kahneman & TverskyKahneman & Tversky’’s s
LessonsLessons
Loss aversion Anchoring Framing What You See is All There Is
What do NBA coaches, What do NBA coaches, mothers and doctors have mothers and doctors have in common?in common?
The Diagnostic Bias 1st round v. 2nd round choice Diagnosis to doctor = child to mother
Reliance on prior diagnosis Failure to consider other disorders
Convulsive syncopeNonepileptic psychogenic
seizures Failure to consider diagnostic changes
Prospect TheoryProspect Theory
Decisions about alternatives with risk where final outcome risks are known, people decide on potential values of losses or gain
Risk averse (insurance policy) Risk acceptance (lottery ticket)
Prospect Theory: Prospect Theory: Epilepsy CareEpilepsy Care
Felbamate is too dangerous Risk of death is <1/10,000
Surgery is too dangerous – <1/1500
Refractory epilepsy is ok, it is what we are used to Yearly risk of MVA in 1/8000 Yearly risk of SUDEP in patients with refractory
epilepsy: >1/500 Yearly risk of other epilepsy related mortality in
patients with refractory epilepsy: >1/500
Availability HeuristicAvailability Heuristic
If you can think of it, it must be important Mental Shortcut: ease of example coming
to mind = value to make judgment about probability of event
News of danger – people worry about rare causes of illness or death that receive media attention (9/11 and air travel)
Letter K – first letter or third letter in average English word? (2x difference)
Availability Heuristic: Availability Heuristic: Epilepsy CareEpilepsy Care
Valproic acid (Depakote) is a common cause of liver disease
Lamotrigine (Lamictal) is a common cause of life-threatening rash
Patients & families are driven by prior experience Good: 10 drugs don’t work, ?11th Bad: someone on the web told me…
QOL & Availability QOL & Availability Heuristic: Heuristic:
A Different ViewA Different View
QOL - Defined by patient not MD Should patient’s perspective be
filtered through “objective medical lens”? - NO
QOL is about listening, changing perspective, and using the patients’ view as ultimate measure of outcome
QOL: Clinical QOL: Clinical RelevanceRelevance
QOL issues most relevant to chronic disorders, problems beyond disease symptoms
Hypertenstion – -blockers v. ACE inhibitors (Experts wrong!)
Epilepsy is a paradigm of a QOL disorder: seizures are infrequent, AED effects, comorbid disorders (depression, migraine) & psychosocial problems are often chronic
Law of Small NumbersLaw of Small Numbers
Hasty generalizations from a few examples
Initial set of data is usually biased Scientists understand power and
statistics in their discipline, but often forget it when they think outside their discipline
Humans are Anecdote Humans are Anecdote DrivenDriven
We evolved to understand individual instances very well, not statistics
A moving story about a castaway dog or sick children v. a genocide of ~800k Would you give more for a dog or 100 sick
kids? Rwanda v. OJ Simpson – media coverage
Vaccines cause autism (NO!)
Humans are Anecdote Humans are Anecdote DrivenDriven
Sabril (vigabatrin) can cause blindness Felbatol (felbamate) can be deadly People can become vegetables after
spinal taps You only need to hear about one bad
case…and it doesn’t have to be true Need to examine the evidence
Failure to Understand Failure to Understand NumbersNumbers
The medical literature is very confusing, even for scientists and doctors
Few doctors and fewer patients have formal statistical training
The Monte Hall problem AED/blood count/liver tests and Cancer
Screening – America makes political not wise choices
Status Quo BiasStatus Quo Bias
Doctors and patients fall victim Doctors accept previous diagnoses Doctors advocate treatments that
are ‘accepted’ but not ‘proven’ Patients accept poorly controlled
seizures and/or side effects Patients accept ‘communal
experience’ although unproven/anedotal
We get used to what We get used to what we get used towe get used to
What do these all have in common? Lottery winners Quadriplegics Farmers whose roosters rape chickens People who eat mediocre blueberries Parents of kids with Lennox-Gastaut
Syndrome
Loss AversionLoss Aversion
People prefer to avoid losses more than they seek equal gains
Roughly two-fold Endowment effect: people value
something they own than something of identical value Duke tickets
Loss Aversion: Epilepsy Loss Aversion: Epilepsy CareCare
Seizure control is the loss The existing drug regimen is safety –
the devil you know Gamble: seizure freedom/stable level of
incomplete control v. greater alertness, memory, mood, bone health?
Loss Aversion: Epilepsy Loss Aversion: Epilepsy CareCare
How fearful are you of a side effect in a new drug versus an existing one?
Doctors like to add medicines more than they like to take them away The gabapentin story
PBPB
30 yo woman, refractory complex partial seizures
Any side effects? No! Converted from phenobarbital to
carbamazepine (Tegretol, Carbatrol) Boss observed dramatic improvement in
mood, memory and mental processing speed and ‘intelligence’
Errors in Assessing RiskErrors in Assessing Risk Surgery is too dangerous
Living with chronic epilepsy can be dangerous
Changing medications is too risky Change can be risky; No change can be risky
The grass is browner on the other side Breakthrough seizure
Living with chronic side effects has risks We accept the negatives we think we know but
fear the change to make them better Do no harm, but judiciously assess risk
AnchoringAnchoring
Over-reliance on a specific piece of information
Our decisions are tied to arbitrary anchors
Dan Ariely – write down last 2 digits of your SS#; now lets auction wine or chocolate
Attentional anchor – who is happier? Californians or mid-Westerners?
AnchoringAnchoring
Patients and doctors often allow one piece of information to dominate their decision on a topic that is complex What we heard last about a drug or
treatment Nickname – Dopamax Single side effect – weight gain
(Valproic acid)
Frames & FramingFrames & Framing
Frames – scheme of interpretation using stereotypes, anecdotes and accepted ‘norms’ that people use to understand and respond
Framing – how information is packaged dramatically influences how we respond to it. Presenting the same data in different frames leads to very different interpretations.
Frames & Framing: Frames & Framing: Epilepsy CareEpilepsy Care
Many patient see memory problems as primarily due to medications when they are often an effect of epilepsy
Framing – 80% of children on levetiracetam (Keppra) have no significant behavioral problems v. 20% of children on levetiracetam have significant behavioral problems
Failure to Understand Failure to Understand FramingFraming
“Surgery is 99.95% safe” is very different than “Someone died from surgery” or “1 in 1500 die”. Substitute benign brain tumor for epilepsy
surgery Mentally invert presentations to better
understand pros and cons Patients must trust their doctors, but they must
also assess their doctor’s bias and their own The neurosurgeon, the radiation oncologist &
the neuro-oncologist
What You See is All There Is What You See is All There Is (WYSIATS)(WYSIATS)
People make decisions based on limited data by using available information and ignoring information that is not available
In Epilepsy: assume we understand causes of seizures when we may only have 10-20% of the data
Missing Mood Disorders Missing Mood Disorders
All epilepsy patients at increased risk Patients must tell; doctors must ask –
both often fail Refractory epilepsy
Greater contributor to impaired Quality of Life than seizures
Depression in up to 50% Suicidal ideation - 20% in past 6 mos
Majority are untreated
Two Great Lies in Two Great Lies in EpilepsyEpilepsy
Seizures don’t hurt the brainThey cause structural and functional impairment that can progress over time
Seizures are never fatalSUDEP
Sudden Unexplained Sudden Unexplained Death Death
in Epilepsy (SUDEP)in Epilepsy (SUDEP)General population (2–3)
Epilepsy incidence population (5)
Epilepsy prevalence population (7)
Patients in clinical trials (30–50)
Patients undergoing vagus nerve stimulation (41)
Patients referred to epilepsy centers (50–60)
Surgical candidates (90)
Surgical failures (150)
Missing The Big Picture Missing The Big Picture Focus on person, not diagnosis
Listen, beyond the words to feelings See their world: situations influence health Look patient in the eyes Speak with family and friends
Therapies are limited by medical box Therapists - cognitive, psychological, etc Pragmatic approaches (sometimes key!)
Compliance Sleep hygiene Memory lists
The Dangers of The Dangers of Expert ConsensusExpert Consensus
MRI offers no real advantage over CT in epilepsy diagnosis - 1986
Ketogenic diet is not effective - 1990 Felbatol (felbamate) is extremely safe – 1993
Experts convince themselves, other doctors and patients
Demand evidence or humility
Failure to ReassessFailure to Reassess
Disorders change and evolve New situational factors arise Need to keep a fresh perspective Need to cast a broad differential
diagnosis and consider a broad therapeutic strategy
What was is an excellent but sometimes dead-wrong indicator of what is
Doctors and Patients Doctors and Patients Move in PacksMove in Packs
Doctors are influenced by peers, thought leaders, marketing – they are as susceptible to status quo, texts (eg, JME, absence) framing as are patients
Doctors in different medical centers, cities, and regions have different practices
Patients strongly influence each other – support groups, internet, etc
Failure to be HumbleFailure to be Humble
Most people don’t enjoy admitting that they don’t know something
Doctors are expected to have answers, to have therapies, and if they are honest, people go to other doctors or alternative therapists – catch 22
Tell a white lie or admit ignorance?
Common Errors in Common Errors in TherapyTherapy
Wrong diagnosis Wrong medication selection Failure to use medications systematically
Start low, go slow Consider time of doses v. seizure & side effects
Benign Rolandic Epielspy Consider strategies to reduce side effects
For dizziness – oxcarbazepine (Trileptal) after solid breakfast, not empty stomach
Failure to document changes carefully Nonadherence (noncompliance)
Fatigue: Diagnosis Fatigue: Diagnosis and Causation and Causation
Premature exhaustion in mental or physical activities, weariness, lack of energy
Common in epilepsy patients AEDs Other drugs (eg, psychiatric drugs) Seizures
Epilepsy wave activity Depression Sleep disorders
Final ThoughtsFinal Thoughts
Things should make sense – separate emotional/gut and rational/reflective
Understand what you do and why Be an active partner in care Be skeptical Be positive, think healthy