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Making the Implicit Explicit: Designing and Implemen6ng a Curriculum on Implicit Bias, Cultural Humility and Racism for Pediatric Residents, Faculty, and Interdisciplinary Care Teams APPD Workshop | April 6, 2017 Kathleen BartleM, MD 1 , Stephanie Donatelli, MD 2 , Heather Hsu, MD MPH 2 , Kate Michelson, MD MMSc 2 , Ka6e Nash, MD 2 , Joanna Perdomo, MD 2 , BeMy Staples, MD 1 , Bob Vinci, MD 2 1 Duke Pediatric Residency Program, 2 Boston Combined Residency Program in Pediatrics

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Making  the  Implicit  Explicit:  Designing  and  Implemen6ng  a  

Curriculum  on  Implicit  Bias,  Cultural  Humility  and  Racism  for  Pediatric  

Residents,  Faculty,  and  Interdisciplinary  Care  Teams    

 APPD  Workshop  |  April  6,  2017    

Kathleen  BartleM,  MD1,  Stephanie  Donatelli,  MD2,  Heather  Hsu,  MD  MPH2,  Kate  Michelson,  MD  MMSc2,  Ka6e  Nash,  MD2,  Joanna  

Perdomo,  MD2,  BeMy  Staples,  MD1,  Bob  Vinci,  MD2  1Duke  Pediatric  Residency  Program,  2Boston  Combined  Residency  Program  in  Pediatrics  

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Welcome  

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Please  text  22333  to  BCRPCHIEFS    to  join  poll  everywhere  

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Please  iden6fy  your  role  as  a    medical  educator    

(text  in  the  leMer  corresponding  to  your  response)  

A.  Program  director  B.  Assistant  program  director  C.  Instructor  in  the  residency  D.  Instructor  in  the  medical  school    E.  Program  administrator    F.  Chief  resident  G.  Resident  H.  Other    

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Why  do  you  do  what  you  do?  What  values  drive  your  work?  Please  provide  a  one  word  response  

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Framework  

•  Implicit  bias  increasingly  recognized  for  its  role  in  many  disciplines,  including  medicine  

•  Lack  of  exis6ng  curricula  to  address  the  role  of  implicit  bias  in  medicine  

Mo6vated  our  ins6tu6ons  to  create                              novel  programs  

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Outline  

•  Introduc6on  and  background  •  Implicit  bias  curriculum  conceptual  framework  and  examples  

•  Small  group  work:  – Ac6on  planning  – Curriculum  evalua6on  

•  Wrap-­‐up  

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Workshop  Objec6ves  1)  Describe  tradi6onal  cultural  competency  curricula  and  

their  limita6ons  2)  Introduce  the  concept  of  implicit  bias  and  its  impact  on  

medical  decision-­‐making  3)  Provide  a  conceptual  framework  to  develop  curricula  

aimed  at  reducing  the  impact  of  implicit  bias  in  medicine    –  Provide  two  examples  of  case-­‐based  curricula  –  Demonstrate  the  role  of  perspec6ve-­‐taking  and  the  benefits  of  a  case-­‐based  approach  

–  Debrief  lessons  learned    4)  Use  the  new  conceptual  framework  to  help  develop  an  

ac6on  plan  for  your  own  ins6tu6on  5)  Brainstorm  methods  of  curriculum  evalua6on  

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Limita6ons  of  Tradi6onal  Cultural  Competency  Curricula  

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Changing  Demographics  U.S.  popula*on  

White72%

Asian/PI4%

Native Am1%

Black12%

Hispanic11%

White49%

Other5%Asian

8%

Black14%

Hispanic24%

2050  2000  

2042  

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Changing  Demographics  

71.3

212.9 217.1

187.9

7.4

Black Asian Other Hispanic White

%  increase  by  ethnicity  

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12

Sandra  Williams,  46,  Chicago,  Illinois  Self-­‐ID:  biracial/“human  being”  Census  Boxes  Checked:  black    

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13

Kelly  Williams  II,  17,  Dallas,  Texas  Self-­‐ID:  African  American  and  German/mul6racial  Census  Boxes  Checked:  black  

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14

Celeste  Seda,  26,  Brooklyn,  New  York  Self-­‐ID:  Dominican  and  Korean  Census  boxes  checked:  Asian/some  other  race  

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Jordan  Spencer,  18,  Grand  Prairie,  Texas  Self-­‐ID:  black/biracial  Census  box  checked:  black  

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Source: The Role  &  Rela6onship  of  Cultural  Competence  &  Pa6ent-­‐Centeredness  in  Health  Care    Quality  (Mary  Catherine  Beach,  Somnath  Saha,  &  Lisa  A.  Cooper,  October  2006,  The  Commonwealth  Fund)  

Early Models cross-cultural

immigrants, refugees, LEP,

non-Western

culture, language

interpersonal interactions

Recent Model cultural competence

all people of color (those affected by disparities)

prejudice, stereotyping, social determinants

of health

health care organizations

Newer Model CLAS/quality

everyone

safety, disparities

systems, communities

Curricular  EvoluYonExpansion  

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How  Do  We  Upgrade  the  Curriculum?  

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What  is  Implicit  Bias?  •  Bias:  prejudice  in  favor  of  or  against  one  thing,  person,  or  group  

compared  with  another,  usually  in  a  way  considered  to  be  unfair.  

–  Conscious    –  Self-­‐reported    –  Decline  in  

incidence  over6me  

Explicit  Bias   Implicit  Bias  –  Inherent  to  human  

psychology  –  Affect  interpreta6on  of  

the  world  around  us  –  Exist  for  a  wide  range  of  

topics  

–  Learned  stereotypes  and  prejudices  

–  Automa6c  and  unconscious    

–  Difficult  to  change  

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Implicit  Bias  in  Medicine:    The  Role  of  the  Dual  Processes  Theory  

Graphic  source:  hMp://upfrontanaly6cs.com/market-­‐research-­‐system-­‐1-­‐vs-­‐system-­‐2-­‐decision-­‐making/  

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Role  of  Implicit  Bias  in  Medicine    

•  All  members  of  a  medical  interac6on  come  bearing  biases    

•  MDs  have  implicit  bias1,2,3,4,5  •  Pediatricians  have  implicit  bias2,6    •  Pediatricians’  implicit  biases  impact  medical  care  and  pa6ent  outcomes  and  can  lead  to  inequi6es6  

•  Pa6ents  perceive  less  pa6ent-­‐centered  care  when  seen  by  physicians  with  high  levels  of  implicit  bias7,8  

1Blair  and  Steiner,  et  al,  2013;  2Sabin  et  al,  2008;  3Sabin  et  al,  2009;  4Sabin,  Marini  and  Nosek,  2012;  5Schwartz  et  al,  2013;  6Sabin  and  Greenwald,  2012;  7Blair  and  Havranek,  et  al,  2013;    8Cooper  et  al,  2012  

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What  Can  We  Do  About  Implicit  Bias?    

Internal  mo6va6on  to  

respond  without  bias  

Understand  the  

psychological  basis  of  bias  

Understand  the  historical  context  of  racism  

Enhancing  provider  

confidence    

Regula6ng  emo6onal  responses  

 

Increasing  perspec6ve-­‐taking  and  empathy  

Building  partnerships  with  pa6ents  

 

Individuated  impressions  and  pa6ent-­‐centered  

clinical  care  

MoYvaYon   InformaYon   EmoYon   Skills  Provider  Judgment  

Adapted  from:  Burgess,  et  al.  J  Gen  Intern  Med  2007  

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Theore6cal  Framework  to  Tangible  Curricula  

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Duke  Curriculum  Logis6cs  

•  3-­‐hour,  interac6ve  workshop  •  Offered  twice/year  •  Facilitated  by  2  faculty  members  •  Includes  8-­‐12  residents  pulled  from  elec6ve    

–  Includes  all  levels  –  Some  residents  do  not  aMend  un6l  3rd  year  –  Only  aMend  once  during  training  

•  Asked  to  read  “The  Silent  Curriculum”  prior  to  workshop  

 

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Theore6cal  Framework  in  Prac6ce  

Internal  mo6va6on  to  

respond  without  bias  

Understand  the  

psychological  basis  of  bias  

Understand  the  historical  context  of  racism  

Enhancing  provider  

confidence    

Regula6ng  emo6onal  responses  

 

Increasing  perspec6ve-­‐taking  and  empathy  

Building  partnerships  with  pa6ents  

 

Individuated  impressions  and  pa6ent-­‐centered  

clinical  care  

MoYvaYon   InformaYon   EmoYon   Skills  Provider  Judgment  

Implicit  Associa7on  Test  

Discussion  of  Health  Dispari7es  and  role  of  physician  biasd  

Didac7c  instruc7on  

 

Create  a  safe  space  for  self-­‐reflec7on  

“Replaying”  cases  from  personal  experience  

 

Communica7on  skills  prac7ce  Prepared  cases  with  different  perspec7ves  Adapted  from:  Burgess,  et  al.  J  Gen  Intern  Med  2007  

Cultural  Competence  Workshop  

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Duke  Curriculum  Content  1.  “Crossing  the  Line”  Ice  Breaker  2.  Discussion  of  changing  demographics  in  the  U.S.  3.  Introduc6on  to  implicit  bias    

•  Par6cipants  take  Implicit  Associa6on  Test  in  workshop  

4.  Overview  of  Health  Dispari6es  and  role  of  physician  bias  5.  Discussion  of  prepared  case  where  bias  impacted  care  6.  Summary  of  tools  for  providing  pa6ent-­‐centered  care  as  a  

means  to  mi6gate  bias  7.  Video  module  from  Worlds  Apart  Series  with  discussion  8.  Small  group  case  discussions  from  trainees’  personal  

experience  

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Layers of Diversity More than race & ethnicity

Source: Diverse Teams at Work, Gardenswartz & Rowe (Irwin, 1994) *Internal Dimensions & External Dimensions adapted from Marilyn Loden & Jody Rosener, Workforce America! (Business Irwin, 1991)

work content/field

functional level/classification

seniority work location

division/ department unit/group

management status

union affiliation

geographic location

recreational habits

income marital status

personal habits

religion

educational background

work experience

appearance

parental status

Personality

Characteristics we are born

with

Our experiences

Organizational dimensions

race gender

ethnicity sexual orientation

physical ability

age

personality

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In  reflec6ng  on  your  self-­‐iden6ty,  which  layer  does  your  most  important  diversity  characteris6c  come  from?  (poll  

everywhere)  

1.  Personality  (red)  2.  Characteris6c  you  were  born  with  (green)  3.  Experien6al  (grey)  4.  Organiza6onal  (purple)  

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In  reflec6ng  on  your  self-­‐iden6ty,  which  layer  does  your  2nd  most  important  diversity  characteris6c  

come  from?  (poll  everywhere)  

1.  Personality  (red)  2.  Characteris6c  you  were  born  with  (green)  3.  Experien6al  (grey)  4.  Organiza6onal  (purple)  

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Case  Discussions:  3  types  

•  Prepared  case  of  pa6ent  with  asthma  –  3  perspec6ves:  neutral,  provider,  and  mother  –  Conflict  results  as  the  unintended  response  to  well-­‐inten6oned  behavior  

•  Video  Case  and  discussion:  Jus6ne  Chitsena  from  World’s  Apart  Series  – Mother  as  “in-­‐between”  genera6on  

•  Pair  and  share  discussion  of  real  cases  from  par6cipant’s  experiences  – Most  valuable  based  on  feedback;  hardest  to  facilitate  

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Brief  Overview  of    Boston  Medical  Center  Curriculum  

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Boston  Medical  Center  (BMC)    Health  Equity  Rounds  Logis6cs  

•  One-­‐hour,  interac6ve  morning  conference  •  Offered  quarterly  •  Led  by  residents  and  selected  faculty  moderator(s)  

•  Interdisciplinary  and  interdepartmental  •  Complementary  to  intern  racial  jus6ce  training  workshop  

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Goals  BMC  Health  Equity  Rounds  

•  Increase  par6cipants'  awareness  of  personal  implicit  bias  and  structural  bias,  including  its  impact  on  pa6ent  care  

•  Challenge  par6cipants  to  consider  their  personal  biases  when  working  with  pa6ents  

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Objec6ves  BMC  Health  Equity  Rounds  

•  Explore  the  psychological  basis  of  bias  •  Self-­‐reflect  on  personal  bias  through  cases  •  Examine  the  historical  context  of  structural  bias  

•  Examine  how  structural  bias  impacts  personal  interac6ons  and  ins6tu6onal  systems  

•  Iden6fy  and  apply  strategies  to  mi6gate  ins6tu6onal,  interpersonal,  and  structural  bias    

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Theore6cal  Framework  in  Prac6ce  

Internal  mo6va6on  to  

respond  without  bias  

Understand  the  

psychological  basis  of  bias  

Understand  the  historical  context  of  racism  

Enhancing  provider  

confidence    

Regula6ng  emo6onal  responses  

 

Increasing  perspec6ve-­‐taking  and  empathy  

Building  partnerships  with  pa6ents  

 

Individuated  impressions  and  pa6ent-­‐centered  

clinical  care  

MoYvaYon   InformaYon   EmoYon   Skills  Provider  Judgment  

Provide  evidence  for  adverse  impact  of  

bias  d  

Mo7vate  aOen7on  by  using  real  cases  

Didac7c  instruc7on  

Create  a  safe  space  for  self-­‐reflec7on  

d  

End  on  a  high  note:  Emphasize  concrete  

next  steps  

Provide  opportunity  for  low-­‐stakes  skill  building  

Adapted  from:  Burgess,  et  al.  J  Gen  Intern  Med  2007  

Health  Equity  Rounds  

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Example  Case  Presenta6on  

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You  are  in  the  ED…  

•  It  is  11:00  PM  on  a  Monday  in  early  Spring  •  11  year  old  boy  •  Name:  Mar6n  Hernandez  •  Chief  complaint:  abdominal  pain  •  Vital  signs:  T  37.5,  HR  88,  RR  20,  BP  98/58  •  BMI:  98th  percen6le  

 

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You  walk  into  the  room…  •  Mar6n  is  smiling  and  watching  TV  •  There  is  a  doughnut  box  on  the  exam  table  and  white  powdered  sugar  on  his  face  

•  He  is  lying  down  and  rubbing  his  abdomen  in  a  circular  mo6on  

•  He  is  with  his  mother  Gloria  •  She  is  overweight  •  She  is  tapping  her  right  leg  and  holding  his  hand  •  She  is  speaking  to  Mar6n  in  Spanish  and  English  •  They  greet  you  in  English  

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Reflec6on  

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History  of  Present  Illness    

•  Characteriza6on  of  abdominal  pain  – Started  3  days  ago;  epigastric,  burning  – Decreased  appe6te,  but  normal  PO  intake  – No  nausea  or  vomi6ng;  daily  stooling,  no  melena    

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Addi6onal  History  

•  Mom  is  worried  he  eats  too  fast  •  Mom  cannot  control  the  amount  of  junk  food  he  eats  when  he  is  home  with  his  brother  while  she  is  at  work    

•  Mom  is  specifically  concerned  about  cancer  due  to  family  history  of  maternal  great  aunt  with  gastric  cancer,  maternal  aunt  with  breast  cancer,  and  maternal  grandfather  with  prostate  cancer  

•  He  has  not  aMended  school  since  abdominal  pain  started  

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Social  History  

•  Born  in  Boston    •  Parents  born  in  DR;  living  in  Boston  for  15  years  •  Family  is  bilingual  •  Parents  divorced,  but  in  a  friendly  rela6onship  •  Mostly  lives  with  mom  and  mom’s  boyfriend  •  Mom  works  as  retail  clerk  M-­‐F  from  10am-­‐8pm  •  Home  alone  with  brother  auer  school  •  6th  grade:  good  grades  and  aMendance  record  

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Physical  Exam  

•  Heart  &  Lung:  normal  •  Abdomen:  sou  with  mild  tenderness  in  the  epigastric  area;  no  hepatomegaly,  and  no  masses  

•  Skin:  acanthosis  nigricans  on  the  nape  of  neck  and  axilla  

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Perspec6ve  Taking  Exercise  

 Imagine  yourself    

in  this  mother’s  shoes    

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Case  Wrap-­‐up  

•  At  the  first  ED  visit,  the  pa6ent  was  given  a  “GI  cocktail”  and  discharged  with  plan  to  trial  famo6dine  and  follow-­‐up  with  PMD  

•  Within  the  next  10  days,  the  pa6ent  returned  to  the  ED  twice  and  addi6onally  visits  his  PCP  

•  He  was  ul6mately  referred  to  GI  clinic  where  profound  weight  loss  was  noted  and  abdominal  imaging  revealed  a  large  mass,  which  was  later  confirmed  to  be  malignancy  

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Small  Group/Individual  Reflec6on  •  With  the  guided  imagery  and  the  case  unfolding  over  6me,  how  does  who  you  pictured  evolve?  

•  How  did  the  perspec6ve-­‐taking  exercises  make  you  feel?  

•  Iden6fy  the  implicit  biases  that  may  have  impacted  the  case  

•  What  are  the  risk  factors  for  discrimina6on  or  bias?  

•  What  bothered  you  about  this  case?  

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What  can  we  take  away  from  these  experiences?  

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Shared  Challenges  

•  Choosing  appropriate  cases  •  Gevng  people  to  talk  about  implicit  bias  rather  than  medical  aspects  of  case  

•  Addressing  the  needs  of  different  learners:  – Those  who  need  evidence  – Those  who  “grew  up”  in  a  6me  where  race-­‐blindness  =  an6-­‐racism  

•  Talking  about  race  and  bias  is  uncomfortable  

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Shared  Lessons  Learned  

•  Role  of  the  moderator(s)    – Guiding  discussion  – Every  session  will  be  different;  requires  flexibility  

•  Trainees  are  ahead  of  faculty  •  Current  events  may  influence  discussion  •  Approach  with  curiosity  and  not  judgment  •  Format  drives  what  you  are  able  to  accomplish  

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Ac6on  Planning  

•  Small  group  breakout  – Group  1  

•  No  exis6ng  curriculum  on  implicit  bias    •  OR  have  a  curriculum,  but  want  to  workshop  something  new  

– Group  2  •  Have  exis6ng  implicit  bias  curriculum  

•  Use  worksheets  provided  

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Theore6cal  Framework  

Internal  mo6va6on  to  

respond  without  bias  

Understand  the  

psychological  basis  of  bias  

Understand  the  historical  context  of  racism  

Enhancing  provider  

confidence    

Regula6ng  emo6onal  responses  

 

Increasing  perspec6ve-­‐taking  and  empathy  

Building  partnerships  with  pa6ents  

 

Individuated  impressions  and  pa6ent-­‐centered  

clinical  care  

MoYvaYon   InformaYon   EmoYon   Skills  Provider  Judgment  

Adapted  from:  Burgess,  et  al.  J  Gen  Intern  Med  2007  

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Building  an  Assessment  

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Using  Kirkpatrick’s  model  to  assess    medical  curricula    

       

Result  

Transfer  

Learning  

Reac6on     How  did  the  par6cipants  react  to  the  training?    

Did  the  training  result  in  an  increase  in  knowledge,  skills  or  avtudes  

Did  par6cipants  change  behavior  in  the  workplace  as  a  result  of  the  training?  

Did  the  training  impact  processes  or  pa6ent  outcomes?  

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Duke  Assessment  Experience  

•  Most  exis6ng  assessment  tools  are  aligned  with  knowledge-­‐based  curriculum  – specific  cultural  norms  and  values  

•  Tool  designed  to  measure  resident  preparedness  and  skillfulness  to  deliver  cross-­‐cultural  care  – Relies  on  self-­‐assessment  –  Inherently  flawed  given  that  most  bias  is  unconscious  

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Duke  Assessment  Experience  

•  Pre-­‐  and  post-­‐workshop  assessment  of  52  trainees  –  92%  found  the  workshop  useful.    –  At  baseline,  92%  of  trainees  felt  prepared  to  care  for  pa6ents  from  different  cultures;  did  not  change  significantly  auer  the  workshop  

–  Increased  skillfulness  in  assessing  the  pa6ent’s  understanding  of  illness,  iden6fying  cultural  customs  that  might  affect  clinical  care  and  nego6a6ng  a  realis6c  treatment  plan.  

•  Raises  ques6on  of  “post-­‐pre-­‐”  survey:  “in  hindsight,  prior  to  the  workshop,  how  prepared  were  you…”  

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BMC  Assessment  Experience  

NEGATIVE POSITIVE

ACTIVATED

DEACTIVATED

excited

enthusias-c

pleased

content

calm

relaxed

angry

tense

anxious

fa-gued

sad

bored

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Small  Group  Assessment  Exercise    What  are  the  barriers?  Can  we  collaborate?    

How  do  we  get  to  Level  1?  

       

Result  

Transfer  

Learning  

Reac6on     How  did  the  par6cipants  react  to  the  training?    

Did  the  training  result  in  an  increase  in  knowledge,  skills  or  avtudes  

Did  par6cipants  change  behavior  in  the  workplace  as  a  result  of  the  training?  

Did  the  training  impact  processes  or  pa6ent  outcomes?  

Using  Kirkpatrick’s  

Model    

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Workshop  Objec6ves  1)  Describe  tradi6onal  cultural  competency  curricula  and  its  

poten6al  drawbacks  2)  Introduce  the  concept  of  implicit  bias  and  its  impact  on  

medical  decision-­‐making  3)  Provide  a  conceptual  framework  to  develop  curricula  

aimed  at  reducing  the  impact  of  implicit  bias  in  medicine    –  Provide  two  examples  of  case-­‐based  curricula  –  Demonstrate  the  role  of  perspec6ve-­‐taking  and  the  benefits  of  a  case-­‐based  approach  

–  Debrief  lessons  learned    4)  Use  the  new  conceptual  framework  to  help  develop  an  

ac6on  plan  for  your  own  ins6tu6on  5)  Brainstorm  methods  of  curriculum  evalua6on  

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Conclusions  &  Wrap  Up    

•  Take  home  materials  – Cases  and  discussion  ques6ons  – Guided  imagery  instruc6ons  – Glossary  – Key  readings  

•  Contact  Informa6on  – Crea6ng  a  network  for  sharing  implicit  bias  curricula  

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Thank  you  

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References  Baron  AS,  Banaji  MR.  The  Development  of  Implicit  Avtudes.  Evidence  of  Race  Evalua6ons  From  Ages  6  and  10  and  Adulthood.  Psychological  Science.  2006;17(1):53-­‐58.        Blair  IV,  Havranek  EP,  Price  DW,  HanraMy  R,  Fairclough  DL,  Farley  T,  Hirsh  H,  Steiner  J.  Assessment  of  Biases  against  La6nos  and  Americans  Among  Primary  Care  Providers  and  Community  Members.  American  Journal  of  Public  Health.  2013;103(1):92-­‐8.      Blair  IV,  Steiner  JF,  Fairclough  DL,  HanraMy  R,  Price  DW,  Hirsh  HK,  Wright  LA,  Bronsert  M,  Karimkhani  E,  Magid  DJ,  Havranek  EP.  Clinician’s  Implicit  Ethnic/Racial  Bias  and  Percep6ons  of  Care  Among  Black  and  La6no  Pa6ents.  Annals  of  Family  Medicine.  2013;(11)1:43-­‐52.        Brooks  KC.  A  piece  of  my  mind.  A  silent  curriculum.  JAMA.  2015;313(19):1909-­‐1910.      Burgess  D,  Van  Ryn  M,  Dovidio  J,  Saha  S.  Reducing  racial  bias  among  health  care  providers:  lessons  from  social-­‐cogni6ve  psychology.  Journal  of  General  Internal  Medicine.  2007;22(6):882-­‐7.      Chapman  EN,  Kaatz  A,  Carnes  M.  Physicians  and  Implicit  Bias:  How  Doctors  May  Unwivngly  Perpetuate  Health  Care  Dispari6es.  J  GEN  INTERN  MED.  2013;28(11):1504-­‐1510.      Cooper  LA,  Roter  DL,  Carson  KA,  et  al.  The  Associa6ons  of  Clinicians’  Implicit  Avtudes  About  Race  With  Medical  Visit  Communica6on  and  Pa6ent  Ra6ngs  of  Interpersonal  Care.  Am  J  Public  Health  2012;102(5):979-­‐987.          Devine  PG,  Forscher  PS,  Aus6n  AJ,  Cox  WT.  Long-­‐term  reduc6on  in  implicit  race  bias:  A  prejudice  habit-­‐breaking  interven6on.  Journal  of  Experimental  Social  Psychology.  2012;48(6):1267-­‐1278.        Dunn  AM.  Culture  competence  and  the  primary  care  provider.  J  Pediatr  Health  Care.  2002;16(3):105-­‐111.      Green  AR,  Carney  DR,  Pallin  DJ,  et  al.  Implicit  bias  among  physicians  and  its  predic6on  of  thrombolysis  decisions  for  black  and  white  pa6ents.  Journal  of  general  internal  medicine.  2007;22(9):1231-­‐1238.  

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References  Kahneman,  Daniel  (2011).  Thinking,  fast  and  slow  (1st  ed.).  New  York:  Farrar,  Straus  and  Giroux.      Park  ER,  Chun  MB,  Betancourt  JR,  Green  AR,  Weissman  JS.  Measuring  residents'  perceived  preparedness  and  skillfulness  to  deliver  cross-­‐cultural  care.  Journal  of  general  internal  medicine.  2009;24(9):1053-­‐1056.      Sabin  JA,  Rivara  FP,  Greenwald  AG.  Physician  Implicit  Avtudes  and  Stereotypes  About  Race  and  Quality  of  Medical  Care.  Medical  Care.  2008;46(7):678-­‐685.        Sabin  JA,  Nosek  BA,  Greenwald  AG,  Rivara  FP.  Physicians’  Implicit  and  Explicit  Avtudes  About  Race  by  MD  Race,  Ethnicity,  and  Gender.  Journal  of  Health  Care  for  the  Poor  and  Underserved.  2009;20(3):896-­‐913.        Sabin  JA,  Greenwald  AG.  The  Influence  of  Implicit  Bias  on  Treatment  Recommenda6ons  for  4  Common  Pediatric  Condi6ons:  Pain,  Urinary  Tract  Infec6on,  AMen6on  Deficit  Hyperac6vity  Disorder,  and  Asthma.  Am  J  Public  Health.  2012;102(5):988-­‐995.        Sabin  JA,  Marini  M,  Nosek  BA.  Implicit  and  Explicit  An6-­‐Fat  Bias  among  a  Large  Sample  of  Medical  Doctors  by  BMI,  Race/Ethnicity  and  Gender.  Fielding  R,  ed.  PLoS  ONE.  2012;7(11):e48448.  doi:10.1371/journal.pone.0048448.      Schwartz  M,  O’Neal  Chambliss  H,  Brownell  KD,  Blair  SN,  Billington  C.  Weight  Bias  among  Health  Professionals  Specializing  in  Obesity.  Obesity  Research.  2003;11(9)1033-­‐9.        Schulman  KA,  Berlin  JA,  Harless  W,  et  al.  The  effect  of  race  and  sex  on  physicians'  recommenda6ons  for  cardiac  catheteriza6on.  The  New  England  journal  of  medicine.  1999;340(8):618-­‐626.      Smedley  BD,  S6th  AY,  Nelson  AR,  Ins6tute  of  Medicine  (U.S.).  CommiMee  on  Understanding  and  Elimina6ng  Racial  and  Ethnic  Dispari6es  in  Health  Care.  Unequal  treatment  :  confron7ng  racial  and  ethnic  dispari7es  in  health  care.  Washington,  D.C.:  Na6onal  Academy  Press;  2003.      Stone  J,  Moskowitz  GB.  Non-­‐conscious  bias  in  medical  decision  making:  what  can  be  done  to  reduce  it?  Medical  educa7on.  2011;45(8):768-­‐776.      Worlds  Apart.    hMps://med.stanford.edu/medethicsfilms/films/worldsapart.html.