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To Boldly Go where no scientist has gone…
                 Creating new solutions for new situations or problems using
                 evidence-based kernels and applied designs
April 28, 2011
                 By
                 Dennis D. Embry, Ph.D.
                                                Forum on Emphasizing Evidence-Based Programs for Children and Youth
                 President/Senior Scientist
                                                Sponsored by the Office of the Assistant Secretary for Planning and
                 PAXIS Institute • Tucson, AZ   Evaluation (ASPE), U.S. Department of Health and Human Services (HHS)
We should use evidence-
based programs, right?
  But what if it is a new situation…
  like an epidemic of meth use among first-time new mothers
  eligible for home-visiting, and no home visiting programs
  were ever tested for meth?

  But what if it is a rising new problem…
  like foster children with multiple psychiatric disorders and
  medications for which there are no randomized trials?

  But a new setting with no evidence base…
  like problem behaviors in after-school programs?

  But an old problem with only descriptive studies…
  like violent felony youth offenders re-entering community?
A major threat to validity in Cook & Campbell…

                                  …Time of History
35%


                                                                                                                       Born 1946-1955
                                                                       30%
                                                                                                Born 1966-1975                       Born 1936-1945




                                              Cumulative Probability
                                                                       25%
                                                                                                         Born 1956-1965

                                                                       20%


                                                                       15%


                                                                       10%


                                                                       5%


                                                                       0%
                                                                             0   5   10   15   20   25      30    35      40    45      50
                                                                                          Age of Onset of Depression




  3 out-of-4           41 million out                                   What American’s                                                                    Sleep
  17-24 year            of 75 million                                       eat today                                                                   deprivation
                          children                                         predicts rise
 olds unfit for                                                              violence,
                                                                                                                                                       is epidemic,
                         prescribed
  US military          psychotropic                                        depression,                                                                and predicts
    service            drugs in 2009                                    bipolar & suicide.                                                            rise in MEBs.
    What does this
    mean for home       What if this is not                                  What does this mean                                                        What do parenting
  visiting programs?    over-diagnosis?                                      for HHS programs?                                                        programs do with this?



No evidence-based programs have been tested in these current contexts
“Madame Secretary…there is a big, unexpected
bug in the problem you want us to solve…”
“Madame Secretary…there is a big, unexpected
bug in the problem you want us to solve…”
What are the options?
What are the options?
  Punt…do nothing?
What are the options?
  Punt…do nothing?
  Argue that there is no problem? The data are wrong?
What are the options?
  Punt…do nothing?
  Argue that there is no problem? The data are wrong?
  Insist on choosing a program from the National Registry of
  Effect Programs or Practices (but there are none that are
  proven to work)?
What are the options?
  Punt…do nothing?
  Argue that there is no problem? The data are wrong?
  Insist on choosing a program from the National Registry of
  Effect Programs or Practices (but there are none that are
  proven to work)?
  Use eco-behavioral assessments, evidence-based kernels
  and applied behavior analysis designs to evolve a solution?
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate
Examples    Settings

           Medium
            Rate
           Settings

           High Rate
            Settings
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate
Examples    Settings    Physical
           Medium       cues or
            Rate         events
           Settings     before
                       behaviors
           High Rate
            Settings
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate            Increase
Examples    Settings  Physical     or
            Medium    cues or decrease
             Rate      events   in rate,
            Settings  before duration
                     behaviors     or
           High Rate           intensity
           Settings
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate            Increase     After a
Examples    Settings  Physical             behavior,
                                   or
            Medium    cues or decrease increase or
                                           decrease
             Rate      events   in rate,
                                          future rate,
            Settings  before   duration
                                          duration or
                     behaviors     or
                                          intensity of
           High Rate           intensity that behavior
            Settings
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate            Increase     After a      Words
Examples    Settings  Physical             behavior,     altering
                                   or                     rate,
                      cues or decrease    increase or
            Medium                         decrease    duration,
             Rate      events   in rate,                intensity
                                          future rate,
            Settings  before   duration                     or
                                          duration or   general-
                     behaviors     or
                                          intensity of
           High Rate           intensity that behavior ization of
            Settings                                   behavior
What is an eco-behavioral assessment?
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate            Increase     After a      Words
Examples    Settings  Physical             behavior,     altering      Extrinsic or
                                   or                     rate,       internal bio-
                      cues or decrease    increase or
            Medium                         decrease    duration,    physical events
             Rate      events   in rate,                intensity     that change
                                          future rate,
            Settings  before   duration                     or       rate, duration
                                          duration or   general-     or intensity of
                     behaviors     or
                                          intensity of
           High Rate           intensity that behavior ization of       behavior
            Settings                                   behavior
Antecedents in eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings                 Using ATM machine increases drug relapse
                         Physical
                         cues or      Spanking a child with ADHD or oppositional
             Medium
                         objects      defiance disorder increases child’s
              Rate
                                      dangerous behaviors
             Settings   BEFORE
                        behaviors     Verbal praise by teacher or foster parent
            High Rate                 flips out children with sexual abuse
             Settings
Behaviors in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate                           Teachers send negative home
Examples     Settings                          notes to foster parents about foster
                                               child at school.
            Medium
                                               Home visitors make “cold” rather
             Rate
            Settings                           than “warm” referrals for ATOD
                                               treatment
            High Rate                          Children with behavior problems
             Settings                          have low rates of physical activity
Behaviors in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate                           Teachers send negative home
Examples     Settings                          notes to foster parents about foster
                                               child at school.
            Medium
                                               Home visitors make “cold” rather
             Rate
            Settings                           than “warm” referrals for ATOD
                                               treatment
            High Rate                          Children with behavior problems
             Settings                          have low rates of physical activity
Behaviors in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate                           Teachers send negative home
                                 Increase
Examples     Settings                          notes to foster parents about foster
                                     or        child at school.
            Medium               decrease
                                               Home visitors make “cold” rather
             Rate                 in rate,
            Settings                           than “warm” referrals for ATOD
                                 duration
                                               treatment
                                     or
            High Rate            intensity     Children with behavior problems
             Settings                          have low rates of physical activity
Consequences in an eco-behavioral assessment
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate                                         Foster kid acts up in
Examples    Settings                                        math, gets sent to
                                                            principals office—
           Medium                                           escaping math
            Rate
           Settings                                         Traumatized foster
                                                            kid freezes when
           High Rate                                        adult blows speaks
            Settings                                        loudly at school
Consequences in an eco-behavioral assessment
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate                                         Foster kid acts up in
Examples    Settings                                        math, gets sent to
                                                            principals office—
           Medium                                           escaping math
            Rate
           Settings                                         Traumatized foster
                                                            kid freezes when
           High Rate                                        adult blows speaks
            Settings                                        loudly at school
Consequences in an eco-behavioral assessment
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate                                         Foster kid acts up in
Examples    Settings                                        math, gets sent to
                                                            principals office—
           Medium                                           escaping math
            Rate
           Settings                                         Traumatized foster
                                                            kid freezes when
           High Rate                                        adult blows speaks
            Settings                                        loudly at school
Consequences in an eco-behavioral assessment
            Rates of                                                 Bio-
                                          Consequence Relational
             Target Antecedents Behaviors                        Physiological-
                                               s       Frames
           Behaviors                                               Epigenic

           Low Rate                           After a       Foster kid acts up in
Examples    Settings                         behavior,      math, gets sent to
                                            increase or     principals office—
           Medium                            decrease       escaping math
            Rate
                                            future rate,    Traumatized foster
           Settings
                                            duration or     kid freezes when
                                            intensity of    adult blows speaks
           High Rate
            Settings
                                           that behavior    loudly at school
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate
Examples    Settings

           Medium
            Rate
           Settings

           High Rate
            Settings
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate
Examples    Settings

           Medium
            Rate
           Settings

           High Rate
            Settings
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate
Examples    Settings

           Medium
            Rate
           Settings

           High Rate
            Settings
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate
Examples    Settings

           Medium
            Rate
           Settings

           High Rate
            Settings
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate                                        Words
Examples    Settings                                       altering
                                                            rate,
           Medium                                        duration,
            Rate                                          intensity
           Settings                                           or
                                                          general-
           High Rate                                     ization of
            Settings                                     behavior
Relation frames in an eco-behavioral assessment
            Rates of                                                  Bio-
                                                       Relational
             Target Antecedents Behaviors Consequences            Physiological-
                                                        Frames
           Behaviors                                                Epigenic

           Low Rate                                        Words      Problematic
Examples    Settings                                       altering   settings
                                                            rate,     focus on
           Medium                                        duration,    DSM
            Rate                                          intensity   Successful
           Settings                                           or      settings
                                                          general-    focus on
           High Rate                                     ization of   behavior
                                                         behavior     change
            Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings

            Medium
             Rate
            Settings

            High Rate
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings

            Medium
             Rate
            Settings

            High Rate
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings

            Medium
             Rate
            Settings

            High Rate
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings

            Medium
             Rate
            Settings

            High Rate
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings

            Medium
             Rate
            Settings

            High Rate
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate
Examples     Settings                                                 Extrinsic or
                                                                     internal bio-
            Medium                                                 physical events
             Rate                                                    that change
            Settings                                                rate, duration
                                                                    or intensity of
            High Rate                                                  behavior
             Settings
Physiology in an eco-behavioral assessment
             Rates of                                                 Bio-
                                           Consequence Relational
              Target Antecedents Behaviors                        Physiological-
                                                s       Frames
            Behaviors                                               Epigenic

            Low Rate                                 Too much
Examples     Settings                                omega-6 & too          Extrinsic or
                                                     little omega-3 in     internal bio-
            Medium                                   diet of mom’s in    physical events
             Rate                                    home visiting         that change
                                                     program
            Settings                                                      rate, duration
                                                     Foster child         or intensity of
            High Rate                                chronically             behavior
                                                     sleep deprived
             Settings
N o w
        What?
Clin Child Fam Psychol Rev
  DOI 10.1007/s10567-008-0036-x




  Evidence-based Kernels: Fundamental Units of Behavioral
  Influence
                                                                                                                                               Basic understanding of kernels
  Dennis D. Embry Æ Anthony Biglan
                                                                                                                                               Embry, D. D. and A. Biglan (2008). "Evidence-Based Kernels:
                                                                                                                                               Fundamental Units of Behavioral Influence." Clinical Child & Family
  Ó The Author(s) 2008. This article is published with open access at Springerlink.com


  Abstract This paper describes evidence-based kernels,                           This paper presents an analysis of fundamental units of
                                                                                                                                               Psychology Review 11(3): 75-113.
  fundamental units of behavioral influence that appear to                         behavioral influence that underlie effective prevention and
  underlie effective prevention and treatment for children,                       treatment. We call these units kernels. They have two
  adults, and families. A kernel is a behavior–influence                           defining features. First, in experimental analysis,
  procedure shown through experimental analysis to affect a                       researchers have found them to have a reliable effect on




      A R T I C L E


                        COMMUNITY-BASED
                                                                                                                                               Using kernels for population change
                        PREVENTION USING SIMPLE,                                                                                               Embry, D. D. (2004). "Community-Based Prevention Using Simple,
                        LOW-COST, EVIDENCE-BASED
                        KERNELS AND BEHAVIOR                                                                                                   Low-Cost, Evidence-Based Kernels and Behavior Vaccines."
                        VACCINES
                        Dennis D. Embry
                        PAXIS Institute
                                                                                                                                               Journal of Community Psychology 32(5): 575.
                        A paradox exists in community prevention of violence and drugs. Good



C linical C hild and Family P sychology R eview, Vol. 5, N o. 4, D ecember 2002 ( C 2002)




T he G ood B ehavior G ame: A B est P ractice C andidate
as a U niversal B ehavioral V accine
                                                                                                                                               Behavioral vaccines for disease control
D ennis D . E mbry1
                                                                                                                                               Embry, D. D. (2002). "The Good Behavior Game: A Best Practice
                                    A “ behavioral vaccine” provides an inoculation against morbidity or mortality, impactingphys-
                                                                                                                                               Candidate as a Universal Behavioral Vaccine." Clinical Child &
                                                                                                                                               Family Psychology Review 5(4): 273-297.
                                    ical, mental, or behavior disorders. A n historical example of a behavioral vaccine is antiseptic
                                    hand washing to reduce childbed fever. I n current society, issues with high levels of morbidity,
                                                                                                  LY




                                    such as substance abuse, delinquency, youth violence, and other behavioral disorders ( multi-
                                    problems) , cry out for a low-cost, widespread strategy as simple as antiseptic hand washing.
                                    C ongruent research findings from longitudinal studies, twin studies, and other investigations
                                                                                              N




                                    suggest that a possibility might exist for a behavioral vaccine for multiproblem behavior. A
                                                                                            O




                                    simple behavioral strategy called the G ood B ehavior G ame ( G B G ) , which reinforces inhibi-
                                    tion in a group context of elementary school, has substantial previous research to consider
                                    its use as a behavioral vaccine T he G B G is not a curriculum but rather a simple behavioral
What is a kernel?
      Is the smallest unit of scientifically proven behavioral
      influence.

  •   Is indivisible; that is, removing any part makes it
      inactive.

      Produces quick easily measured change that can
      grow much bigger change over time.

      Can be be used alone OR combined with other
      kernels to create new programs, strategies or
      policies.

  •   Are the active ingredients of evidence-based
      programs

  •   Can be spread by word-of-mouth, by modeling, by
      non professionals.

  •   Can address historic disparities without stigma, in
      part because they are also found in cultural wisdom.
Relational
   Antecedent      Reinforcement              Physiological
                                                                           Frame
     Kernel            Kernel                    Kernel
                                                                           Kernel




                                               Changes                  Creates verbal
Happens BEFORE   Happens AFTER the
                                            biochemistry of            relations for the
  the behavior       behavior
                                               behavior                    behavior


                                       Embry, D. D., & Biglan, A.
                                        (2008). Evidence-Based
                                     Kernels: Fundamental Units of
Four Types of Kernels                 Behavioral Influence. Clinical
                                       Child & Family Psychology
                                              Review, 39.
Kernels are building
blocks of behavior change
  Humans survive individually and collectively by
  influencing the behavior or other humans
  The 2008 paper by Embry and Biglan identifies
  52 evidence based kernels that can be used to
  design or or improve programs.
Using kernels to build
              population-level change…
                   Problem
                              Kernel
                               #1                 Observed
                                                  Proximal
             Observed                              Effect
                             Kernel
             Proximal        Kernel
                               #2
              Effect


                              Kernel                Big
                             Kernel
                               #3                 Change
    Effect
                                       Observed
                                       Proximal
                                        Effect
t
Public-health kernel case study
30.0%                                                                                  12.0%

                                                         25.0%                                                                                  10.0%
                                                         20.0%                                                                                   8.0%
                                                         15.0%                                                                                   6.0%
                                                         10.0%                                                                                   4.0%
                                                          5.0%                                                                                   2.0%
                                                          0.0%
                                                                                                                                                18.0%
                                                                 United States                                                                          United States
                                                         40.0%                                                                                  16.0%

                                                         35.0%                                                                                  14.0%

                                                         30.0%                                                                                  12.0%

                                                         25.0%                                                                                  10.0%

                                                         20.0%                                                                                   8.0%

                                                         15.0%                                                                                   6.0%

                                                         10.0%                                                                                   4.0%

                                                         5.0%                                                                                    2.0%
                                                                                               Source: YRBS, US Centers for Disease Control                                             Source: YRBS, US Centers for Disease Control
                                                         0.0%                                                                                    0.0%
                                                                 1995    1997    1999   2001         2003           2005           2007                 1995     1997   1999     2001      2003            2005            2007

                                                                                                     = Trend                             = Wyoming        = Wisconsin          =United States




Population level example of use of kernels
Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention.
    National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
30.0%                                                                                     12.0%

                                                         25.0%                                                                                     10.0%
                                                         20.0%                                                                                      8.0%
                                                         15.0%         Youth Who Smoked During the Last 30 Days
                                                                                                                                                    6.0%      Youth Who Smoked Every Day the Last 30 Days
                                                                         Baseline            Reward and Reminder                                                 Baseline            Reward and Reminder
                                                           45.0%                                                                                    18.0%
                                                         10.0%        Wyoming                                                                       4.0%    Wyoming
                                                           40.0%                                                                                    16.0%
                                                          5.0%
                                                           35.0%                                                                                    2.0%
                                                                                                                                                    14.0%

                                                           30.0%                                                                                    12.0%
                                                          0.0%
                                                           25.0%                                                                                    10.0%
                                                                                                                                                   18.0%
                                                           20.0%                                                                                     8.0%
                                                                    United States                                                                           United States
                                                         40.0%
                                                           15.0%                                                                                   16.0%
                                                                                                                                                     6.0%

                                                           10.0%                                                                                     4.0%
                                                         35.0%
                                                             5.0%                                                                                  14.0%
                                                                                                                                                     2.0%

                                                            0.0%
                                                         30.0%                                                                                     12.0%
                                                                                                                                                    18.0%
                                                                      Wisconsin                                                                             Wisconsin
                                                           40.0%                                                                                    16.0%
                                                         25.0%                                                                                     10.0%
                                                           35.0%                                                                                    14.0%

                                                         20.0%
                                                            30.0%                                                                                   8.0%
                                                                                                                                                    12.0%

                                                           25.0%                                                                                    10.0%
                                                         15.0%                                                                                      6.0%
                                                           20.0%                                                                                     8.0%

                                                         10.0%
                                                           15.0%                                                                                    4.0%
                                                                                                                                                     6.0%
                                                           10.0%                                                                                     4.0%
                                                          5.0%
                                                             5.0%                                                                                   2.0%
                                                                                                                                                     2.0%
                                                                                                  Source: YRBS, US Centers for Disease Control                                              Source: YRBS, US Centers for Disease Control
                                                            0.0%
                                                          0.0%                                                                                      0.0%
                                                                    1995    1997    1999   2001         2003           2005           2007                  1995     1997   1999     2001      2003            2005            2007

                                                                                                        = Trend                             = Wyoming         = Wisconsin          =United States




Population level example of use of kernels
Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention.
    National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
30.0%                                                                                      12.0%

                                                         25.0%                                                                                      10.0%
                                                         20.0%                                                                                       8.0%
                                                         15.0%      Youth Who Smoked During the Last 30 Days
                                                                                                                                                     6.0%      Youth Who Smoked Every Day the Last 30 Days
                                                                     Youth Who Smoked During the Last 30 Days
                                                                      Baseline                                                                                Youth Who Smoked Every Day the Last 30 Days
                                                                                                                                                                   Baseline
                                                                                           Reward and Reminder                                                                         Reward and Reminder
                                                           45.0%       Baseline            Reward and Reminder                                       18.0%        Baseline           Reward and Reminder
                                                         10.0%
                                                             45.0% Wyoming                                                                           4.0%
                                                                                                                                                    18.0%     Wyoming
                                                           40.0%    Wyoming                                                                          16.0%   Wyoming
                                                            40.0%                                                                                   16.0%
                                                          5.0%
                                                           35.0%                                                                                     2.0%
                                                                                                                                                     14.0%
                                                            35.0%                                                                                   14.0%
                                                           30.0%                                                                                     12.0%
                                                          0.0%
                                                            30.0%                                                                                   12.0%
                                                           25.0%                                                                                     10.0%
                                                            25.0%                                                                                   18.0%
                                                                                                                                                    10.0%
                                                           20.0%                                                                                      8.0%
                                                            20.0%    United States                                                                   8.0%    United States
                                                         40.0%
                                                           15.0%
                                                            15.0%                                                                                   16.0%
                                                                                                                                                      6.0%
                                                                                                                                                     6.0%
                                                           10.0%                                                                                      4.0%
                                                            10.0%                                                                                    4.0%
                                                         35.0%
                                                             5.0%                                                                                   14.0%
                                                                                                                                                      2.0%
                                                             5.0%                                                                                    2.0%
                                                             0.0%
                                                         30.0%0.0%                                                                                  12.0%
                                                                                                                                                     18.0%
                                                                                                                                                    18.0%
                                                                       Wisconsin                                                                              Wisconsin
                                                                                                                                                             Wisconsin
                                                           40.0%        Wisconsin                                                                    16.0%
                                                         25.0%
                                                            40.0%                                                                                   10.0%
                                                                                                                                                    16.0%
                                                           35.0%
                                                            35.0%                                                                                    14.0%
                                                                                                                                                    14.0%
                                                         20.0%
                                                            30.0%
                                                             30.0%                                                                                   8.0%
                                                                                                                                                     12.0%
                                                                                                                                                    12.0%
                                                           25.0%
                                                            25.0%                                                                                    10.0%
                                                                                                                                                    10.0%
                                                         15.0%                                                                                       6.0%
                                                           20.0%
                                                            20.0%                                                                                     8.0%
                                                                                                                                                     8.0%

                                                         10.0%
                                                           15.0%
                                                            15.0%                                                                                    4.0%
                                                                                                                                                      6.0%
                                                                                                                                                     6.0%
                                                           10.0%
                                                            10.0%                                                                                     4.0%
                                                                                                                                                     4.0%
                                                          5.0%5.0%
                                                             5.0%                                                                                    2.0%
                                                                                                                                                      2.0%
                                                                                                                                                     2.0%
                                                                                                   Source: YRBS, US Centers for Disease Control                                              Source: YRBS, US Centers for Disease Control
                                                            0.0%
                                                             0.0%
                                                          0.0%                                                                                       0.0%
                                                                    1995     1997    1999   2001         2003           2005           2007                  1995     1997   1999     2001      2003            2005            2007

                                                                                                         = Trend                             = Wyoming         = Wisconsin          =United States




Population level example of use of kernels
Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention.
    National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
!"##$#%&'()*+&,-./012!/3&0/4415-6&72!&/33&

Kernels lower cost of training, support & change…
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                                                      =0%;%134-1&              Universal
                                                                               =0%;%134-1&
 =04@%&                 !(*">(&)B>='=BD&          !(*">(&K;=EB(?&          1?K;=L(&(#%)%(*&
 ?-A$BC5<3%05&          @=E)>>=&=;&*;"%&          E(')L$=;&$#&'$%'O;$FA&   B();#$#%&=<&R'=B(&
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 :K'PF$=B=%$>)B&        E$K=B);&*$F=;*(;MV&       (K$F=*(F&$#&             K(;<=;?)#>(&)#*&
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                                          E(')L$=;&$#&         ;$FAP&E(')L$=;F&$#&
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         Kernels provide        robustness, cost-efficiency K=K"B)@$=#J89OJ8Q&
                                          F(@@$#%FJQHD&J8V&     and community                      sustainability across syndemics and multi-problem behaviors.
                                                                           1?K;=L(*&
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                                                                           J8N&

 &
Tactics
                 of
              Scientific
                Evaluating


               MURRAY




Understanding fundamental issues of scientific
design and testing of behavioral influence
Muir KA, Milan MA J Appl Behav Anal. 1982 Fall;15(3):
455-60.Parent reinforcement for child achievement: the
use of a lottery to maximize parent training effects.
.
Lifespan example of one kernel
for prevention, intervention and
                       treatment
If kernels are so good…
If kernels are so good…
Lessons for the
      day and future

    for more info, check out;
www.slideshare.net/drdennisembry

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Creating Evidence-Based Practices When None Exist

  • 1. To Boldly Go where no scientist has gone… Creating new solutions for new situations or problems using evidence-based kernels and applied designs April 28, 2011 By Dennis D. Embry, Ph.D. Forum on Emphasizing Evidence-Based Programs for Children and Youth President/Senior Scientist Sponsored by the Office of the Assistant Secretary for Planning and PAXIS Institute • Tucson, AZ Evaluation (ASPE), U.S. Department of Health and Human Services (HHS)
  • 2. We should use evidence- based programs, right? But what if it is a new situation… like an epidemic of meth use among first-time new mothers eligible for home-visiting, and no home visiting programs were ever tested for meth? But what if it is a rising new problem… like foster children with multiple psychiatric disorders and medications for which there are no randomized trials? But a new setting with no evidence base… like problem behaviors in after-school programs? But an old problem with only descriptive studies… like violent felony youth offenders re-entering community?
  • 3. A major threat to validity in Cook & Campbell… …Time of History
  • 4. 35% Born 1946-1955 30% Born 1966-1975 Born 1936-1945 Cumulative Probability 25% Born 1956-1965 20% 15% 10% 5% 0% 0 5 10 15 20 25 30 35 40 45 50 Age of Onset of Depression 3 out-of-4 41 million out What American’s Sleep 17-24 year of 75 million eat today deprivation children predicts rise olds unfit for violence, is epidemic, prescribed US military psychotropic depression, and predicts service drugs in 2009 bipolar & suicide. rise in MEBs. What does this mean for home What if this is not What does this mean What do parenting visiting programs? over-diagnosis? for HHS programs? programs do with this? No evidence-based programs have been tested in these current contexts
  • 5. “Madame Secretary…there is a big, unexpected bug in the problem you want us to solve…”
  • 6. “Madame Secretary…there is a big, unexpected bug in the problem you want us to solve…”
  • 7. What are the options?
  • 8. What are the options? Punt…do nothing?
  • 9. What are the options? Punt…do nothing? Argue that there is no problem? The data are wrong?
  • 10. What are the options? Punt…do nothing? Argue that there is no problem? The data are wrong? Insist on choosing a program from the National Registry of Effect Programs or Practices (but there are none that are proven to work)?
  • 11. What are the options? Punt…do nothing? Argue that there is no problem? The data are wrong? Insist on choosing a program from the National Registry of Effect Programs or Practices (but there are none that are proven to work)? Use eco-behavioral assessments, evidence-based kernels and applied behavior analysis designs to evolve a solution?
  • 12. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 13. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Physical Medium cues or Rate events Settings before behaviors High Rate Settings
  • 14. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Increase Examples Settings Physical or Medium cues or decrease Rate events in rate, Settings before duration behaviors or High Rate intensity Settings
  • 15. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Increase After a Examples Settings Physical behavior, or Medium cues or decrease increase or decrease Rate events in rate, future rate, Settings before duration duration or behaviors or intensity of High Rate intensity that behavior Settings
  • 16. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Increase After a Words Examples Settings Physical behavior, altering or rate, cues or decrease increase or Medium decrease duration, Rate events in rate, intensity future rate, Settings before duration or duration or general- behaviors or intensity of High Rate intensity that behavior ization of Settings behavior
  • 17. What is an eco-behavioral assessment? Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Increase After a Words Examples Settings Physical behavior, altering Extrinsic or or rate, internal bio- cues or decrease increase or Medium decrease duration, physical events Rate events in rate, intensity that change future rate, Settings before duration or rate, duration duration or general- or intensity of behaviors or intensity of High Rate intensity that behavior ization of behavior Settings behavior
  • 18. Antecedents in eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Using ATM machine increases drug relapse Physical cues or Spanking a child with ADHD or oppositional Medium objects defiance disorder increases child’s Rate dangerous behaviors Settings BEFORE behaviors Verbal praise by teacher or foster parent High Rate flips out children with sexual abuse Settings
  • 19. Behaviors in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Teachers send negative home Examples Settings notes to foster parents about foster child at school. Medium Home visitors make “cold” rather Rate Settings than “warm” referrals for ATOD treatment High Rate Children with behavior problems Settings have low rates of physical activity
  • 20. Behaviors in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Teachers send negative home Examples Settings notes to foster parents about foster child at school. Medium Home visitors make “cold” rather Rate Settings than “warm” referrals for ATOD treatment High Rate Children with behavior problems Settings have low rates of physical activity
  • 21. Behaviors in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Teachers send negative home Increase Examples Settings notes to foster parents about foster or child at school. Medium decrease Home visitors make “cold” rather Rate in rate, Settings than “warm” referrals for ATOD duration treatment or High Rate intensity Children with behavior problems Settings have low rates of physical activity
  • 22. Consequences in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Foster kid acts up in Examples Settings math, gets sent to principals office— Medium escaping math Rate Settings Traumatized foster kid freezes when High Rate adult blows speaks Settings loudly at school
  • 23. Consequences in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Foster kid acts up in Examples Settings math, gets sent to principals office— Medium escaping math Rate Settings Traumatized foster kid freezes when High Rate adult blows speaks Settings loudly at school
  • 24. Consequences in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Foster kid acts up in Examples Settings math, gets sent to principals office— Medium escaping math Rate Settings Traumatized foster kid freezes when High Rate adult blows speaks Settings loudly at school
  • 25. Consequences in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate After a Foster kid acts up in Examples Settings behavior, math, gets sent to increase or principals office— Medium decrease escaping math Rate future rate, Traumatized foster Settings duration or kid freezes when intensity of adult blows speaks High Rate Settings that behavior loudly at school
  • 26. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 27. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 28. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 29. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 30. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Words Examples Settings altering rate, Medium duration, Rate intensity Settings or general- High Rate ization of Settings behavior
  • 31. Relation frames in an eco-behavioral assessment Rates of Bio- Relational Target Antecedents Behaviors Consequences Physiological- Frames Behaviors Epigenic Low Rate Words Problematic Examples Settings altering settings rate, focus on Medium duration, DSM Rate intensity Successful Settings or settings general- focus on High Rate ization of behavior behavior change Settings
  • 32. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 33. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 34. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 35. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 36. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Medium Rate Settings High Rate Settings
  • 37. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Examples Settings Extrinsic or internal bio- Medium physical events Rate that change Settings rate, duration or intensity of High Rate behavior Settings
  • 38. Physiology in an eco-behavioral assessment Rates of Bio- Consequence Relational Target Antecedents Behaviors Physiological- s Frames Behaviors Epigenic Low Rate Too much Examples Settings omega-6 & too Extrinsic or little omega-3 in internal bio- Medium diet of mom’s in physical events Rate home visiting that change program Settings rate, duration Foster child or intensity of High Rate chronically behavior sleep deprived Settings
  • 39. N o w What?
  • 40. Clin Child Fam Psychol Rev DOI 10.1007/s10567-008-0036-x Evidence-based Kernels: Fundamental Units of Behavioral Influence Basic understanding of kernels Dennis D. Embry Æ Anthony Biglan Embry, D. D. and A. Biglan (2008). "Evidence-Based Kernels: Fundamental Units of Behavioral Influence." Clinical Child & Family Ó The Author(s) 2008. This article is published with open access at Springerlink.com Abstract This paper describes evidence-based kernels, This paper presents an analysis of fundamental units of Psychology Review 11(3): 75-113. fundamental units of behavioral influence that appear to behavioral influence that underlie effective prevention and underlie effective prevention and treatment for children, treatment. We call these units kernels. They have two adults, and families. A kernel is a behavior–influence defining features. First, in experimental analysis, procedure shown through experimental analysis to affect a researchers have found them to have a reliable effect on A R T I C L E COMMUNITY-BASED Using kernels for population change PREVENTION USING SIMPLE, Embry, D. D. (2004). "Community-Based Prevention Using Simple, LOW-COST, EVIDENCE-BASED KERNELS AND BEHAVIOR Low-Cost, Evidence-Based Kernels and Behavior Vaccines." VACCINES Dennis D. Embry PAXIS Institute Journal of Community Psychology 32(5): 575. A paradox exists in community prevention of violence and drugs. Good C linical C hild and Family P sychology R eview, Vol. 5, N o. 4, D ecember 2002 ( C 2002) T he G ood B ehavior G ame: A B est P ractice C andidate as a U niversal B ehavioral V accine Behavioral vaccines for disease control D ennis D . E mbry1 Embry, D. D. (2002). "The Good Behavior Game: A Best Practice A “ behavioral vaccine” provides an inoculation against morbidity or mortality, impactingphys- Candidate as a Universal Behavioral Vaccine." Clinical Child & Family Psychology Review 5(4): 273-297. ical, mental, or behavior disorders. A n historical example of a behavioral vaccine is antiseptic hand washing to reduce childbed fever. I n current society, issues with high levels of morbidity, LY such as substance abuse, delinquency, youth violence, and other behavioral disorders ( multi- problems) , cry out for a low-cost, widespread strategy as simple as antiseptic hand washing. C ongruent research findings from longitudinal studies, twin studies, and other investigations N suggest that a possibility might exist for a behavioral vaccine for multiproblem behavior. A O simple behavioral strategy called the G ood B ehavior G ame ( G B G ) , which reinforces inhibi- tion in a group context of elementary school, has substantial previous research to consider its use as a behavioral vaccine T he G B G is not a curriculum but rather a simple behavioral
  • 41. What is a kernel? Is the smallest unit of scientifically proven behavioral influence. • Is indivisible; that is, removing any part makes it inactive. Produces quick easily measured change that can grow much bigger change over time. Can be be used alone OR combined with other kernels to create new programs, strategies or policies. • Are the active ingredients of evidence-based programs • Can be spread by word-of-mouth, by modeling, by non professionals. • Can address historic disparities without stigma, in part because they are also found in cultural wisdom.
  • 42. Relational Antecedent Reinforcement Physiological Frame Kernel Kernel Kernel Kernel Changes Creates verbal Happens BEFORE Happens AFTER the biochemistry of relations for the the behavior behavior behavior behavior Embry, D. D., & Biglan, A. (2008). Evidence-Based Kernels: Fundamental Units of Four Types of Kernels Behavioral Influence. Clinical Child & Family Psychology Review, 39.
  • 43. Kernels are building blocks of behavior change Humans survive individually and collectively by influencing the behavior or other humans The 2008 paper by Embry and Biglan identifies 52 evidence based kernels that can be used to design or or improve programs.
  • 44. Using kernels to build population-level change… Problem Kernel #1 Observed Proximal Observed Effect Kernel Proximal Kernel #2 Effect Kernel Big Kernel #3 Change Effect Observed Proximal Effect t
  • 46. 30.0% 12.0% 25.0% 10.0% 20.0% 8.0% 15.0% 6.0% 10.0% 4.0% 5.0% 2.0% 0.0% 18.0% United States United States 40.0% 16.0% 35.0% 14.0% 30.0% 12.0% 25.0% 10.0% 20.0% 8.0% 15.0% 6.0% 10.0% 4.0% 5.0% 2.0% Source: YRBS, US Centers for Disease Control Source: YRBS, US Centers for Disease Control 0.0% 0.0% 1995 1997 1999 2001 2003 2005 2007 1995 1997 1999 2001 2003 2005 2007 = Trend = Wyoming = Wisconsin =United States Population level example of use of kernels Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention. National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
  • 47. 30.0% 12.0% 25.0% 10.0% 20.0% 8.0% 15.0% Youth Who Smoked During the Last 30 Days 6.0% Youth Who Smoked Every Day the Last 30 Days Baseline Reward and Reminder Baseline Reward and Reminder 45.0% 18.0% 10.0% Wyoming 4.0% Wyoming 40.0% 16.0% 5.0% 35.0% 2.0% 14.0% 30.0% 12.0% 0.0% 25.0% 10.0% 18.0% 20.0% 8.0% United States United States 40.0% 15.0% 16.0% 6.0% 10.0% 4.0% 35.0% 5.0% 14.0% 2.0% 0.0% 30.0% 12.0% 18.0% Wisconsin Wisconsin 40.0% 16.0% 25.0% 10.0% 35.0% 14.0% 20.0% 30.0% 8.0% 12.0% 25.0% 10.0% 15.0% 6.0% 20.0% 8.0% 10.0% 15.0% 4.0% 6.0% 10.0% 4.0% 5.0% 5.0% 2.0% 2.0% Source: YRBS, US Centers for Disease Control Source: YRBS, US Centers for Disease Control 0.0% 0.0% 0.0% 1995 1997 1999 2001 2003 2005 2007 1995 1997 1999 2001 2003 2005 2007 = Trend = Wyoming = Wisconsin =United States Population level example of use of kernels Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention. National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
  • 48. 30.0% 12.0% 25.0% 10.0% 20.0% 8.0% 15.0% Youth Who Smoked During the Last 30 Days 6.0% Youth Who Smoked Every Day the Last 30 Days Youth Who Smoked During the Last 30 Days Baseline Youth Who Smoked Every Day the Last 30 Days Baseline Reward and Reminder Reward and Reminder 45.0% Baseline Reward and Reminder 18.0% Baseline Reward and Reminder 10.0% 45.0% Wyoming 4.0% 18.0% Wyoming 40.0% Wyoming 16.0% Wyoming 40.0% 16.0% 5.0% 35.0% 2.0% 14.0% 35.0% 14.0% 30.0% 12.0% 0.0% 30.0% 12.0% 25.0% 10.0% 25.0% 18.0% 10.0% 20.0% 8.0% 20.0% United States 8.0% United States 40.0% 15.0% 15.0% 16.0% 6.0% 6.0% 10.0% 4.0% 10.0% 4.0% 35.0% 5.0% 14.0% 2.0% 5.0% 2.0% 0.0% 30.0%0.0% 12.0% 18.0% 18.0% Wisconsin Wisconsin Wisconsin 40.0% Wisconsin 16.0% 25.0% 40.0% 10.0% 16.0% 35.0% 35.0% 14.0% 14.0% 20.0% 30.0% 30.0% 8.0% 12.0% 12.0% 25.0% 25.0% 10.0% 10.0% 15.0% 6.0% 20.0% 20.0% 8.0% 8.0% 10.0% 15.0% 15.0% 4.0% 6.0% 6.0% 10.0% 10.0% 4.0% 4.0% 5.0%5.0% 5.0% 2.0% 2.0% 2.0% Source: YRBS, US Centers for Disease Control Source: YRBS, US Centers for Disease Control 0.0% 0.0% 0.0% 0.0% 1995 1997 1999 2001 2003 2005 2007 1995 1997 1999 2001 2003 2005 2007 = Trend = Wyoming = Wisconsin =United States Population level example of use of kernels Embry, D. D. and A. Biglan (2009). Reward and Reminder: An Environmental Strategy for Population-Level Prevention. National Registry of Effective Programs and Practices, Substance Abuse and Mental Health Administration.
  • 49. !"##$#%&'()*+&,-./012!/3&0/4415-6&72!&/33& Kernels lower cost of training, support & change… & !"#$%&'(&)*"+,$%&!"#$%&-.&/%01%$&234$435&.-0&6%$%73%89&:1847"3%8&"18&214;%0<"$& =0%;%134-1& );48%17%>?"<%8& 6%$%73%8& :1847"3%8& 214;%0<"$& /%01%$& Intervention =0%;%134-1& Targeted =0%;%134-1& Universal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ernels provide robustness, cost-efficiency K=K"B)@$=#J89OJ8Q& F(@@$#%FJQHD&J8V& and community sustainability across syndemics and multi-problem behaviors. 1?K;=L(*& )>)*(?$>FJ88OJ8I& S;=?=@$#%& K);@$>$K)@$=#&=;& >=??"#$@P&%==*FJ8MD& J8N& &
  • 50. Tactics of Scientific Evaluating MURRAY Understanding fundamental issues of scientific design and testing of behavioral influence
  • 51.
  • 52. Muir KA, Milan MA J Appl Behav Anal. 1982 Fall;15(3): 455-60.Parent reinforcement for child achievement: the use of a lottery to maximize parent training effects. .
  • 53. Lifespan example of one kernel for prevention, intervention and treatment
  • 54.
  • 55. If kernels are so good…
  • 56. If kernels are so good…
  • 57. Lessons for the day and future for more info, check out; www.slideshare.net/drdennisembry

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