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Dott. Maurizio Musolino ASL Roma B Iatromics project Clinical Risk Management Keywords Dinamic and predictive approach, Health Service complexity, Clinical Risk assessment definition start causes approach rating case report

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Page 1: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Dott. Maurizio Musolino ASL Roma B

Iatromics project

Clinical Risk Management Keywords

Dinamic and predictive approach, Health Service complexity, Clinical Risk assessment

definition

start

causes

approach

rating

case report

Page 2: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatr

omic

s pr

ojec

t B

y M

auriz

io M

usol

ino

[email protected]

Page 3: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

!! Population (Italy) 60 x 106 (age: 0-14 = 14%; >65 years = 20%) !! Asl Companies 180 !! Population (mean value per Asl) 331.218 !! Hospitals managed by Asl 470 !! Hospital Company 97 !! IRCCS 55 !! University Hospitals 10 !! Private Hospitals 629 !! Hospital occupancy 270.000 !! Hospital admissions 8.200.636 !! % PIL ! 10 %

The numbers of Health Service complexity

definition

causes

approach

rating

case report

start

Page 4: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

A system designed to protect the organization, its employees patients and visitors from injury and loss of tangible and intangible assets

What is Clinical Risk Management?

Risk is a natural part of all healthcare. There is always the potential that an unwanted or unexpected outcome will occur whenever any

action is taken. Clinical risk management is therefore essential for improving

patient safety, and all practices are expected to undertake it as part of their clinical governance procedures.

system designed to designed to , its employees patients , its employees patients

and visitors from injury and loss of and visitors from injury and loss of

system designed to organizationorganization, its employees patients , its employees patients , its employees patients and visitors from injury and loss of and visitors from injury and loss of

start

definition

causes

approach

rating

case report

Page 5: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

What is a Near Miss?

A near miss is an unplanned event that did not result in injury, illness, or damage – but had the potential to do so. Only a fortunate break in the chain of events prevented an injury, fatality or damage

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definition

causes

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case report

Page 6: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

What is an Adverse event?

An Adverse event is any adverse change in health or side effect that occurs in a person who participates in a clinical trial, while the patient is receiving the treatment (study medication,

application of the study device, etc.).

Frankenstein junior

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definition

causes

approach

rating

case report

Page 7: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

What is a Sentinel Event?

A Sentinel Event is defined by The Joint Commission as any unanticipated event in a healthcare setting resulting in death or

serious physical or psychological injury to a patient or patients, not related to the natural course of the patient's

illness. •! Procedures involving the wrong patient or body part

resulting in death or major permanent loss of function •! Suicide in an inpatient unit •! Retained instruments or other material after surgery

requiring re-operation or further surgical procedure •! Intravascular gas embolism resulting in death or

neurological damage •! Haemolytic blood transfusion reaction resulting from ABO

incompatibility •! Medication error leading to the death of patient reasonably

believed to be due to incorrect administration of drugs •! Maternal death or serious morbidity associated with labour

or delivery •! Infant discharged to wrong family •! Other catastrophic event

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case report

Page 8: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

Causes of adverse events

Learning, culture organization

Adverse Event

Learning, culture organization

Adverse Event

Complexity of health

organizations

Patient, cure and care, work environment

Organization and management

Direct (or immediate) causes

Indirect (or deep) causes

Root causes

start

definition

causes

approach

rating

case report

Page 9: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Starting conditions of the process

Maurizio Musolino Correct Outcome

start

definition

causes

approach

rating

case report

Page 10: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Maurizio Musolino Maurizio Musolino

Starting conditions of the process (small differences in starting time)

Adverse Event

start

definition

causes

approach

rating

case report

Page 11: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

A case report: Surgery preoperative check list

start

definition

causes

approach

rating

case report

Page 12: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Different approaches to clinical risk management

•! Protective approach: Good medical/nursing practices, guidelines, scientific raccomandations

•! Reactive approach: Ishikawa graph, London Protocol, Root Cause Analysis

•! Proactive approach: Process analysis HFMEA

•! Predictive approach: Modeling System, Artificial Neural Network, Fuzzy logic, Genetic Algorytm

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Page 13: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Proactive approach Health Failure Mode and Effects Analisys

Iatromics project

[email protected]

Reductionistic and deterministic process analisys

start

definition

causes

approach

rating

case report

Page 14: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

A case report: HFMEA of Central Venous Catheter

A.! Grading of patient according to selected criteria.

B.! Preparation of materials and devices.

C.! Preparation of the patient.

D.! Catheter insertion. E.! X-ray control.

B

C

D

E

Priority of Risk Index (score range: 1 – 1000) Severity of damage X Probability of occurrence X Detectability during the occurrence

score: 1 - 10 score: 1 - 10 score: 10 - 1

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Page 15: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

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I.P.R. errori potenziali

Inquinamento batterico

Utilizzo non idoneo dei disinfettanti Incidenti in corso

di venipuntura Scelta di accesso venoso improprio venoso improprio

Inquinamento Inquinamento Inquinamento Inquinamento Inquinamento Inquinamento batterico batterico

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MAP OF THE RISK I.P.R. errori potenziali I.P.R. errori potenziali I.P.R. errori potenziali I.P.R. errori potenziali I.P.R. errori potenziali I.P.R. errori potenziali Priority of Risk Index

Page 16: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Reactive approach Root Cause Analisys

Iatromics project

AnalisysRootIshikawa’s diagram

Pareto’s rule: 20% causes ! 80% effect

Clinical Risk Management “Sushi style!!!” 1953

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definition

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Page 17: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Decisions regarding the

strategic processes

Professional and organizational

culture

Conditions leading to errors

Conditions leading to violations

Concomitant factors

errors

violations

Problems caused by clinical

management

Potential conditions of

errors

Concomitant factors causing

errors

Unsafe or insecure Actions

Vulnerability of the barriers

Model representing the chain of Causes of adverse events (by Reason & Vincent – Dpt. Psycology of London College University) (by Reason & Vincent – Dpt. Psycology of London College University)

London protocol

errorsDo you remember the Titanic?

Do you remember the Concordia?

Page 18: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Management, Strategic decisions and organizational processes

Factors related to the work environment

Factors related to the work team

Individual factors

Factors related to the specific duty

Patient’s characteristics

Errors Violations

Startegic and managerial choices, supported by favouring factors, can be causes of errors and violations. These latter could potentially turn into Care Delivery Problems if not neutralized by defensive, protective or organizational mechanisms. Delivery Problems might make the cures

unsafe, and provoke the adverse event.

Barriers

Model representing the organizational causes of adverse event (by Reason)

Page 19: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Rating Hospital

Risk manager

Near miss Adverse event

Sentinel event

Health Agency

Hospital Root Cause Analysis 1° feed back

(Local)

LAiT Informatics (data base)

Healthcare Ministry (SIMES)

Rating Hospital Sentinel event only

(P.RE.VAL.E) Benchmarking 2° feed back

(Region)

Monitor sentinel event 3° feed back

(Nation)

Healthcare Ministry

Monitor sentinel event start

definition

causes

approach

rating

case report

Page 20: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Rating Hospital (P.RE.VAL.E)

start

definition

causes

approach

rating

case report

Page 21: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

Rating Hospital (P.RE.VAL.E)

Hospital X

start

definition

causes

approach

rating

case report

Page 22: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

NON LINEAR NON DETERMINISTIC

APPROACH

CLINICAL RISK ASSESSMENT

start

definition

causes

approach

rating

case report

Page 23: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Ralph Stacey’s matrix

Stacey’s agreement & certainty matrix Adapted from Stacey RD (1999)

agre

emen

t / d

isag

reem

ent

certainty / uncertainty simplex

cum-plicum cum-plexum

caos ag

reem

ent /

dis

agre

emen

t

Uncertainty Area Y=f(?) Caos Area

… ? …

Ralph Stacey’s matrix

cum-plicum cum-plexum

caos

Procedures and guidelines Statistics Linear Flow charts Data from rules

Intuition Model A.I. as decision support Fuzzy Logic (uncertainty) Cognitive maps

Ripetitive patterns Learning from data Rules from data From models of mathemathical functions to simulations with agents

Musolino 2005

Page 24: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

ARTIFICIAL ADAPTIVE SYSTEM Massimo Buscema, Marco Intraligi, DEDALO, GESTIRE I SISTEMI COMPLESSI IN SANITA volume 1 - N.2/2003. (p. 27 – 40)

Artificial sciences

Classical computation Natural computation

Descriptive Systems

Programming theory Operative systems Data base Compilers Programming languages "!

Probabilistic theory Catastropher theory Chaos theory Evidence theory Fuzzy logic theory

Generative Systems

Physical systems

Adaptive systems

Evolutionary systems

Learning systems (artificial neural

network)

Page 25: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Fuzzy Logic theory Evolutionary systems

Learning systems (artificial neural network)

Theoretical systems in combined form artificially reproduce the human way of managing the reality.

Page 26: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

A case report: Antibiotic resistance

Microorganisms have the ability to change their genetic heritage is through individual spontaneous mutation or through genetic exchange. This means that the bacteria are available to virtually the entire chromosome complement of all existing microorganisms are the only living things that can have an exchange of genetic material between species. This great opportunity allows bacteria to adapt to any environment, including those dominated and determined by antibiotics.

Culver DH, Horan TC, Gaynes RP, Eykyn SJ, Littler WA, McGowan DA, wound infection rates by wound class, operative procedure and patient risk index. National Nosocomial Infections Surveillance System. Am J Med 1991; 91: 152-57. wo

und

infe

ction

rate

s

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Page 27: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

Input Variables 8

Output Variables 3

Intermediate Variables 0

R u l e B l o c k s 3

Rules 50

Membership Functions 27

Fuzzy Wound Infection Risk Index

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Page 28: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

NUMBER OF OPERATIONS PERFORMED IN THE OPERATING ROOM TOTAL 5930

EXPECTED VALUE OF NUMBER OF SURGICAL OPERATIONS WITH ANTIBIOTIC PROPHILAXYS N. Operations X Fuzzy Risk Index Infection: 5930 X 0.7 ! 4150

ANTIBIOTIC UNIT PROVIDED TO THE OPERATING ROOM = N ° 5148

Inappropriateness value ! 19% Inappropriateness value ! 19%

[email protected]

A case report: Antibiotic resistance

•! Start DEMING PROCESS Continuos Quality Improvement •! Hospital or Surgery Impatient Unit BENCHMARKING

start

definition

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Page 29: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatromics project

[email protected]

A case report: First Aid Department

[email protected]

start

definition

causes

approach

rating

case report

Page 30: MUSOLINO BOZZA PRESENTAZIONE dipo 2012...Benchmarking 2 feed back (Region) Monitor sentinel event 3 feed back (Nation) start definition causes approach rating case report Iatromics

Iatr

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auriz

io M

usol

ino

Thanks for your attention yourMaurizio Musolino

Learning from the mistakes not to repeat them Learning from the mistakes not to repeat them Learning from the mistakes not to repeat them Learning from the mistakes not to repeat them but ... to invent ever new !!!