from practice-based evidence to evidence-based practice …€¦ · evidence-based practice in...
TRANSCRIPT
From Practice-Based Evidence to Evidence-Based Practice in
Seventeen Syllables
Five Days in May, 2016
May 31, 2016 Kenneth Moselle, PhD, R.Psych. Enterprise Information Architect
IHealth Lead – Applied Research
Health Analytics/Research
8
Forewarned is forearmed.
I am so discreet But haiku can be direct So please be prepared.
Careful!! Rhetorically Sharp Edged Comments
Focus today is on Chronic Disease – not ALL disease, illness & suffering.
Problem
Research happening Lots of money being spent Where’s the improvement?
E.g, “Increasing impatience with the pace at which scientific discovery results in new products/interventions”. Reference: 5 Days in May presentation
Solution –The Five Eight Right Applied Research Actions
Linked data products If the path is circular We still need a map
Right Model Exemplifying
the Problem Right Problem
Right Research
Design , Right
Statistical Models
Right Data Right Data
Management
Right Execution of
Statistical Analyses
Right Interpretation of Statistical
ResultsRight Application of Statistically-
Derived Products
Right Evidence-
Based Stewardship
Right Care & Feeding of Statistical
Models
Evidence Based Practice from Practice-
Based Evidence
Moselle, May 31, 2016
The 3T’s Research It’s forcing the agenda We think it’s strategic
Specific Context – Typologies, Trajectories & Transitions in Mental Health & Substance Use (Island Health Applied Research Partnership with Cerner Math Research Unit and UVIC Institute on Aging & Lifelong Health
Drowning, an ocean Of big data marketing
Cutting through buzzwords
The First Ring – Right Models, Right Scenarios, Right Patient Stories
Let’s use health data To tell stories of patients
With chronic disease
Right Model Exemplifying
the Problem Right Problem
Right Research
Design , Right
Statistical Models
Right Data Right Data
Management
Right Execution of
Statistical Analyses
Right Interpretation of Statistical
ResultsRight Application of Statistically-
Derived Products
Right Evidence-
Based Stewardship
Right Care & Feeding of Statistical
Models
Evidence Based Practice from Practice-
Based Evidence
BUT WAIT!
For what is about to happen, we have to be in right frame of mind.
Think “line segments with slope & shape” – and because these are line segments, not lines, they also have starting points and ending points.
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Acute vs Chronic Illness – From a Geometric Standpoint • Acute Illness has “severity” and is ‘bounded’ (‘cured’ or left with some form of disability) • Chronic Illness has an indefinite extension and a
‘Momentum’ that we would like to describe in terms of a ‘line’ or ‘curve’ (over time) ▫ The slope and shape of the curve says something
about the modifiability or treatability of the condition, and timing/prognosis.
▫ Discontinuities in the shape of the curve says something about ‘new’ clinical factors entering the picture, and/or external factors having an impact.
Minor Illness
Really Bad Illness
Different Chronic Conditions Stable Over Time (Slope = 0) Steadily Deteriorating (Slope = -X)
‘Things’ happening
Want to change the things? You have to find the causes,
And then change THOSE things! (Galen)
Stable, then a series of more rapid declines
Rich scenarios. Examples are the go-cart.
Kant really said that!
A person with a chronic/severe Mental Health & Substance Use (MHSU) problem
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Early Warning Signs and Prodromal Phase
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Mid-Course – Reaching the Clinical/Functional/Behaviour ‘Tipping Point’
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Mid-Course – Reaching the Clinical/Functional/Behaviour ‘Tipping Point’
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Descending Under the Force of Clinical Gravity, But Can a Crash Landing be Avoided?
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
MHSU – Person-as-Diagnoses Over Time
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Schizophrenia. Co-morbid substance
abuse. That’s just for starters.
Person as a Series of Linked Longitudinal Encounters with the Service System[Treatments, Interventions]
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
How late is too late. How early is too early?
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Tons of services If only I took my meds
I would be cured??
MHSU – Health Risk/Promotion Perspective [Proximal Determinants of Health Perspective]
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Serious, Severe MHSU – Inexorable Downward Socio-Economic Mobility – And Essentially Everything Bad That Goes Along with That
I am now quite poor. Though I harbor delusions
My hunger is real.
Over time: Progressive loss of educational opportunities or employment opportunities and social stigma and social exclusion and loss of personal freedom and loss of family and loss of children and engagement with the criminal justice system and…
Distal (non-medical determinants of health):
Downward Socio-Economic Mobility
Costs - Care pathway that does not provide best possible service until late in the trajectory – Pay Now/Pay Later
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
$
$ $
$ $$ $$
$$
$$$$$
$ $ $ $
$ $
$ $ $ $ $ $
$$
$$
$
$$
$ $
$$
$ $$
$$ $
$
$
$
$
$ $$
$
$
$
$
$$
$
$
$$
Possible alternative care pathways
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Too early – the trajectory is still propelled by patient/client behaviour
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Case Management – Assertive Community Treatment
$$
$$
$$
$
Best possible timing for best-possible service model [Assertive Community Treatment]
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Diagnosis: F20 Schizophrenia
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Psychiatric Day Hospital
Various Rehab/Recovery Services
Market Rent Housing
Good Medication Adherence
Marijuana daily
$ $ $ $$ $ $
“If you are not progressing along the true way, a slight twist in the mind can become a major twist. This must be pondered well.” ― Miyamoto Musashi, The Complete Book of Five Rings
A Person with Type II Diabetes – Over Time
Distal (non-medical) Determinants:
Racism, Social Exclusion
Distal (non-medical) Determinants: Limited Education
Risk Factors: Insulin Resistance, Child or
Mother Nutrition, Post-Natal
Clinical Problem/Warning Sign: Baby Bottle Tooth Decay
Elevated BMI
Diagnosis: E88.81 Metabolic Syndrome
Routine Lab Work
Diet
Reduced Capacity to Regulate Emotions and
Behaviour
Clinical Problems
Diagnosis: E11.9 Type II diabetes mellitus
without complications
Children’s Oral Health Initiative
(FNIHB)
Hospital ED
Diabetes Nurse Educator
Diagnosis: E11.69 Diabetes mellitus with
ketoacidotic coma
Diagnosis: E11.29 Diabetes mellitus with other diabetic kidney complications
Diagnosis: E11.59 Diabetes mellitus with other circulatory complications
Med/Surg Acute Care
Renal Dialysis
Palliative Care
Risk Factors: Gestational Diabetes
Home & Community Care
Extended Care
Moselle, May 31, 2016
Gene
tic F
acto
rs (G
enom
e)
Prescribed Insulin
Distal (non-medical) Determinants: Limited Employment Opportunities
Distal (non-medical) Determinants: Food Insecurity
Distal (non-medical) Determinants: Preservation of
Language and Culture
Epig
entic
/Om
ic La
ndsc
ape
Physical Activity
Healthy Pregnancy & Early Infancy (FNIHB)
Diet
Physical Activity
Drops out of school
Poor-paying job
Alcohol abuse
Smoking
DietPhysical Activity
Alcohol abuse
Smoking
Unemployed
Hospital ED
Limited Treatment Adherence
Prescribed metformin
Limited Treatment AdherenceCommunity Dietician
Racism, Social Exclusion
Severe Psychiatric Illness Nutrition; Antipsychotic Medications
So – what are the causes/determinants of these trajectories/components of trajectories?
Dynamics inherent in illness
(clinical dynamics)
The person’s ‘will’ and behaviour
Functions performed by service system
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
How late is too late. How early is too early?
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Distal (non-medical determinants of
health)
This gives us our First Principle for Applied Clinical Research (in the area of Chronic Disease)
Principle #1: In research or evidence-based QA/QI concerned with chronic disease, don’t get reductionist about things. Note: we will be seriously happy that we observed this first principle when our efforts to product clinically actionable knowledge require the use statistical methods that can approximate the ‘certainty’ of randomized controlled trials without random assignment of people to treatments (i.e., the status quo for EHR-based research) – ONLY IF THE WORKING MODELS ARE RELATIVELY ‘COMPLETE’.
Some Research Questions Embedded Right in the Middle of these Scenarios
• Are there real longitudinal types? Are these within-person-over-time stories truly scenarios or idiosyncratic sequences of events?
• Can we create a typology [taxonomy] expressed in trajectories rather than point-in-time constellations of symptoms and signs?
• Many people look similar in the earlier stages and very different in the later stages. Do some trajectories branch? What causes some people to head in a healthy direction? What causes some people to walk a path of darkness?
• How late is too late to alter trajectories? • How early is too early?
Could it be that something as fundamental as our current system for classifying diseases is actually inhibiting progress?*
*Committee on the Framework for Developing a New Taxonomy of Disease, 2011
The Second Ring – Right Research Designs, Right Statistical Methods Right Model
Exemplifying the Problem Right Problem
Right Research
Design , Right
Statistical Models
Right Data Right Data
Management
Right Execution of
Statistical Analyses
Right Interpretation of Statistical
ResultsRight Application of Statistically-
Derived Products
Right Evidence-
Based Stewardship
Right Care & Feeding of Statistical
Models
Evidence Based Practice from Practice-
Based Evidence
Moselle, May 31, 2016People are stories:
Within-person-over-time. Our stats should mirror
Randomization Is not what we do when we
Treat individuals
RCT's are nice When people are no more than
Core signs and symptoms
Before EHR Must randomize to control
Now we can measure
If we want to do useful research, we need to start by getting clear on what we mean by “outcomes” as experienced by patients/clients.
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Answer A: Outcome expressed in diagnostic terms (e.g.,
cure rates)
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Answer B: How about behaviour? Behavioural
Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
How late is too late. How early is too early?
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Answer C: How about: changes in service system utilization (and associated costs)?
How about all of the above, and what would that MEAN? What would it look like?
$ $ $ $$ $ $
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Diagnosis: F20 Schizophrenia
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Psychiatric Day Hospital
Various Rehab/Recovery Services
Market Rent Housing
Good Medication Adherence
Marijuana daily
$ $ $ $$ $ $$ $ $ $
$ $ $
$ $ $
$ $ $
$
$
Outcomes within a non-reductionistic (i.e. personally meaningful) within-person-over-time perspective.
Initial Phases of Trajectory
Middle Phases – Actively Engaged with Various
Components of the Service System – While Condition
Continues to Evolve
Later Phases in Trajectory – ‘Outcomes’
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Diagnosis: F20 Schizophrenia
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Psychiatric Day Hospital
Various Rehab/Recovery Services
Market Rent Housing
Good Medication Adherence
Marijuana daily
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Diagnosis: F20 Schizophrenia
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Psychiatric Day Hospital
Various Rehab/Recovery Services
Market Rent Housing
Good Medication Adherence
Marijuana daily
VS VS
Service Model A
Service Model B
Ring #3 – Right Data, Right Data Management
Right Model Exemplifying
the Problem Right Problem
Right Research
Design , Right
Statistical Models
Right Data Right Data
Management
Right Execution of
Statistical Analyses
Right Interpretation of Statistical
ResultsRight Application of Statistically-
Derived Products
Right Evidence-
Based Stewardship
Right Care & Feeding of Statistical
Models
Evidence Based Practice from Practice-
Based Evidence
Display all your charms Make friends with distant countries
Let the guest play host
Palette #1 – ‘Facts’ or attributes or characteristics of the person
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in school Environmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Distal (non-medical) Determinants:
Racism, Social Exclusion
Distal (non-medical) Determinants: Limited Education
Risk Factors: Insulin Resistance, Child or
Mother Nutrition, Post-Natal
Clinical Problem/Warning Sign: Baby Bottle Tooth Decay
Elevated BMI
Diagnosis: E88.81 Metabolic Syndrome
Routine Lab Work
Diet
Reduced Capacity to Regulate Emotions and
Behaviour
Clinical Problems
Diagnosis: E11.9 Type II diabetes mellitus
without complications
Children’s Oral Health Initiative
(FNIHB)
Hospital ED
Diabetes Nurse Educator
Diagnosis: E11.69 Diabetes mellitus with
ketoacidotic coma
Diagnosis: E11.29 Diabetes mellitus with other diabetic kidney complications
Diagnosis: E11.59 Diabetes mellitus with other circulatory complications
Med/Surg Acute Care
Renal Dialysis
Palliative Care
Risk Factors: Gestational Diabetes
Home & Community Care
Extended Care
Moselle, May 31, 2016
Gene
tic F
acto
rs (G
enom
e)
Prescribed Insulin
Distal (non-medical) Determinants: Limited Employment Opportunities
Distal (non-medical) Determinants: Food Insecurity
Distal (non-medical) Determinants: Preservation of
Language and Culture
Epig
entic
/Om
ic La
ndsc
ape
Physical Activity
Healthy Pregnancy & Early Infancy (FNIHB)
Diet
Physical Activity
Drops out of school
Poor-paying job
Alcohol abuse
Smoking
DietPhysical Activity
Alcohol abuse
Smoking
Unemployed
Hospital ED
Limited Treatment Adherence
Prescribed metformin
Limited Treatment AdherenceCommunity Dietician
Racism, Social Exclusion
MHSU
Type II Diabetes
Palette #2 – [Quasi-] Modifiable Factors: Patient/Client Behaviour
Linked Longitudinal Encounter Data? • Person over time in relationship to programs – and
the services they provide – an embodiment of trajectories
• The interaction of Service Models and Real People. • Indicator of effectiveness of Service Models. • Context for clinical ‘facts’ about the patient, e.g.,
Severity of Psychosis on admission to ED; Severity of Psychosis at time of Discharge from Acute Care….
Do normal people Say “Linked Longitudinal
Encounter Data”?
Palette #3 – The Contexts: Patient/Client as ENCOUNTERS with Service System Locations
In the EHR, all of the ‘facts’ about the person in Palette #1 are associated with an Encounter with a Service Location.
The Dark (as in Non-Transparent) Side of Transactional Data in the EHR
This is what you actually will SEE when you get your file filled with encounter
data!
The Five W’s related to Clinical/Transactional Data – Who, Who, Who, Who, and Who
Who can supply those transactional data to researchers – in such a way that they understand what they are looking at? • Who knows what those locations are? • Who knows what they WERE? • Who knows who is seen in those locations? • Who knows who works in those locations and what they do? • Who must participate in the research, throughout the lifecycle
of the research, to make sure that results that are expressed in terms of these locations have been interpreted correctly??
Data Platform Essentials: It’s not just getting the data. It’s getting the RIGHT data and knowing what you have.
• “You know what you want. I know what you need.” (Jimi Hendrix, PhD, Data Scientist)
• “You know what you want. I know what we have.” (Data Custodian, Data Architect)
• “You know what we have. I know what it means.” (Data Curator).
• If researchers want to use high complexity/low transparency data that they have not collected – they must engage with Data Custodians/Architects AND Data Curators
Palette #1 – ‘Facts’ or attributes of the person – several sources
NON-MEDICAL Determinants of Health
Patient/Client Behaviour & Preferences
Electronic Health Record
Bench Scientists, Lab – ‘omic’ data
Clinical/ Transactional
Data Administrative Data
Administrative Data
Clinical/ Transaction
al Data
Two more principles for Applied Clinical Research • Principle #2 – Data Transparency – whoever provides
you with the data must also be able to render the data transparent with regard to meaning (i.e., the people and processes that were involved in the data coming to life).
• Principle #3 – Proximity – when it comes to transactional data sets – you must go to sources that are proximal to the points where services are delivered.
Location data Inherently localized
Must go to the source
Talk “data platform”? Lets start by talking data.
What’s getting platformed?
What types of data Are suited to a platform?
And what will roll off?
Secure Research Environments Integrating Data Transparency Functions
Technical Controls
Administrative Controls
Data Architecture, Linkage, De-Identification
(Statistical Disclosure Control)
Secure Research Environment
Technical Controls
Administrative Controls
Data Architecture, Linkage, De-Identification
(Statistical Disclosure Control)
Secure & Data- Meaning-Transparent Research Environment
Data Curator Functions
Island Health Secure Research Environment
Health Authority Data
Technical Controls
Administrative Controls
Data Architecture, Linkage, De-Identification
(Statistical Disclosure Control)
Secure & Data- Meaning-Transparent Research Environment
Data Curator Functions
Interoperable SRE’s = ‘Fractal’ Data Platform
Ring #6 – Right Translation of Knowledge into Practice
Right Model Exemplifying
the Problem Right Problem
Right Research
Design , Right
Statistical Models
Right Data Right Data
Management
Right Execution of
Statistical Analyses
Right Interpretation of Statistical
ResultsRight Application of Statistically-
Derived Products
Right Evidence-
Based Stewardship
Right Care & Feeding of Statistical
Models
Evidence Based Practice from Practice-
Based Evidence
Moselle, May 25, 2016
Reports, Dashboards for Clinical Stewards and QA/QI Councils
What interventions/integrated packages of interventions work for people at different stages in different trajectories?
Trajectory-Based Types/Typology
Aggregate Views: Practice in Relationship to Outcomes for Trajectory-Based Cohorts: Who is using EHR-based tools to do what the data show is ‘best possible practice’ for a Trajectory-Type, and is this working as expected?
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
What do good/poor outcomes look like for different phases of different trajectories?
Population Health – Incidence/Prevalence of Types within Populations; Strategic Plans Based on Scenario Testing in Treatment/Outcome Models
Policy; Funding Priorities – To Deliver Best Possible Services, Leveraging off of EHR-based clinical decision support keyed to Types
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
Know what you’re building The truth can’t be too concrete
Know what you intend
Target Information Architecture – from EHR-Derived Evidence-Based Practice to Local Clinical Evidence-Based Strategic Planning
Reports, Dashboards for Clinical Stewards and QA/QI Councils
What interventions/integrated packages of interventions work for people at different stages in different trajectories?
Trajectory-Based Types/Typology
Aggregate Views: Practice in Relationship to Outcomes for Trajectory-Based Cohorts: Who is using EHR-based tools to do what the data show is ‘best possible practice’ for a Trajectory-Type, and is this working as expected?
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
What do good/poor outcomes look like for different phases of different trajectories?
Population Health – Incidence/Prevalence of Types within Populations; Strategic Plans Based on Scenario Testing in Treatment/Outcome Models
Policy; Funding Priorities – To Deliver Best Possible Services, Leveraging off of EHR-based clinical decision support keyed to Types
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
A layered model of functions and associated information requirements within a layered health service system.
Building houses? Who is going to live there In what neighborhood??
Get materials Before you have a blueprint???
So sorry, no roof!
Target Information Architecture???? • A structured description of clinical services/functions or oversight
or planning functions • Identification of persons/problems impacted by these functions • Contexts in which the functions are performed • Information required to perform functions in an optimal fashion • Information management technologies that deliver the
information. • Clear specification of what is getting optimized through
performance of the functions using the information. • Applied Clinical Research should be able to identify where, within
a clearly articulated Target Information Architecture, the research-derived information products will be ‘deposited’.
Foundation TIA Layer Targets – Front-Line Clinical Practice
What interventions/integrated packages of interventions work for people at different stages in different trajectories?
Trajectory-Based Types/Typology
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
What do good/poor outcomes look like for different phases of different trajectories?
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
Building off of First Layer – Clinical Evidence-Based QA/QI
Reports, Dashboards for Clinical Stewards and QA/QI Councils
Aggregate Views: Practice in Relationship to Outcomes for Trajectory-Based Cohorts: Who is using EHR-based tools to do what the data show is ‘best possible practice’ for a Trajectory-Type, and is this working as expected?
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
Targeting the Point of Service, QA/QI Processes, and Evidence-Based Strategic Planning – and Funding
Population Health – Incidence/Prevalence of Types within Populations; Strategic Plans Based on Scenario Testing in Treatment/Outcome Models
Policy; Funding Priorities – To Deliver Best Possible Services, Leveraging off of EHR-based clinical decision support keyed to Types
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
Extract from EHR New taxonomies, new types
New populations
Target Information Architecture (TIA) - sighted at inception of research that aspires to Knowledge Translation (KT)
Reports, Dashboards for Clinical Stewards and QA/QI Councils
What interventions/integrated packages of interventions work for people at different stages in different trajectories?
Trajectory-Based Types/Typology
Aggregate Views: Practice in Relationship to Outcomes for Trajectory-Based Cohorts: Who is using EHR-based tools to do what the data show is ‘best possible practice’ for a Trajectory-Type, and is this working as expected?
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
What do good/poor outcomes look like for different phases of different trajectories?
Population Health – Incidence/Prevalence of Types within Populations; Strategic Plans Based on Scenario Testing in Treatment/Outcome Models
Policy; Funding Priorities – To Deliver Best Possible Services, Leveraging off of EHR-based clinical decision support keyed to Types
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
KT’s true name is Applied clinical
research. Drive to TIA
The Crest-Jewel Applied Clinical Research Principle – Baking Knowledge Translation (KT) into Research with Target Information Architectures
• Principle #4 – Target Information Architectures - Derive research questions or evidence-based QA/QI questions from Target Information Architectures; derive & drive Knowledge Products back into Target Information Architectures
Strategy, but no Blueprint or building plan will
Sanction anything.
Strategy, but no Blueprint or building plan will
Sanction anything.
Summary – A Strategy for Generating Clinically Actionable Knowledge Products from Data Extracted/Abstracted from the EHR
Reports, Dashboards for Clinical Stewards and QA/QI Councils
What interventions/integrated packages of interventions work for people at different stages in different trajectories?
Trajectory-Based Types/Typology
Aggregate Views: Practice in Relationship to Outcomes for Trajectory-Based Cohorts: Who is using EHR-based tools to do what the data show is ‘best possible practice’ for a Trajectory-Type, and is this working as expected?
EHR/EMR-Based Clinical Decision Support Tools & ‘Smart’ Order Sets
What do good/poor outcomes look like for different phases of different trajectories?
Population Health – Incidence/Prevalence of Types within Populations; Strategic Plans Based on Scenario Testing in Treatment/Outcome Models
Policy; Funding Priorities – To Deliver Best Possible Services, Leveraging off of EHR-based clinical decision support keyed to Types
Knowledge Translation MechanismsResearch-Grade Knowledge KEY
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
The Person as Person
Person Trajectories Re-Expressed with
Data
Trajectory-Based Models of Risks, Interventions,
Outcomes
Research Designs that ‘Work’ with EHR Data
Behavioural Interventions
Primary Care
Genetic Factors (Genome)
Marijuana daily
Cutting classes
Binge drinking - weekends
Diagnosis: 315.39 Other developmental
or speech disorderDiagnosis: F81.0 Specific reading
disorder
Diagnosis: F90.0 ADHD, predominantly
inattentive type
Diagnosis: F21 Schizotypal disorder
Psychiatric Emergency Svs (ED)
Psychiatric Intensive Care
Psychiatric Acute Care
Medical ED
Health Risk Profile: Smoking
MarijuanaNeuropsychological
Evaluation
Supported Apartment
Mobile Crisis Response TeamDetox
Post-Withdrawal StabilizationSupported Apartments
Diagnosis: T43.6255 Adverse effect of amphetamine
Diagnosis: F20 Schizophrenia
Diagnosis: B20 HIV Disease
Diagnosis: E88.81 Metabolic Syndrome
Case Management – Assertive Community
Treatment
Disordered, peculiar language, delusional
content
Moselle, May 31, 2016
Consultation - Pediatrician
Reckless, impulsive, aggressive behaviour
in schoolEnvironmental Impacts on Gene
ExpressionNeurbiology
Other ‘omic’ factors
Limited reading ability by end of Grade 2
Prescribed Ritalin
Associating with drug-using peer
group age 13
How late is too late. How early is too early?
GP calls Police/Mobile Crisis Response Team
Early Psychosis Initiative (EPI)
Prescribed Antipsychotic Medication
Limited Medication Adherence
Return Home
Police/Mobile Crisis Response Team
Psychiatric Emergency Svs (ED)
Medical ED
Methamphetamine - Intermittent
Police
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
PoliceMedical ED
Psychiatric Intensive Care
Homeless
Residential Care Facility
Injection use, methamphetamine
Diagnosis: F20 Schizophrenia
Case Manager, ‘Ordinary’ Schizophrenia Svs
Limited Medication Adherence
Alcohol abuse - dailyInjection drug use –
sharing needles
Nutritionally compromised
Exposure to various infectious illnesses
Homeless
Agitated psychosis, fight in shelter
Medical EDLab Tests
Market Rent Housing
Good Medication AdherenceRoutine Labs
Target Information Architecture
“Step by step walk the thousand-mile road.” ― Miyamoto Musashi, The Book of Five Rings