SlideShare una empresa de Scribd logo
1 de 31
Decision making in management
  for large medical equipment

     Ilya Ivlev and Peter Kneppo
          ilya.ivlev@fbmi.cvut.cz
Number of MRI units per million population




                                Source: OECD Health Data
The difference in the availability
            of MRI



                       41
Japan                       Mexico
MRI units/mill: 43,1        MRI units/mill: 1,5
                                   Source: OECD Health Data
Financial losses in health care




                   Source: WHO “World health statistics 2010”
WHO: causes of inefficiency and
      recommendations

CAUSES OF INEFFICIENCY
● EXCESSIVE PURCHASING and use of EQUIPMENT
● Financial drain etc.

                 SOLUTION
                       ● DEVELOPMENT OF SYSTEMS SELECTION AND
                       PROCUREMENT
                       ● Control government expenditure on health care
                       ● Implementing new regulations etc.


Source: WHO “The world health report: health systems financing: the path to universal coverage 2010”
Development of a system for rational
 choice of large medical equipment
Difficulties in decision making
  Suppler                 Objectives of                             Specifi-
  policies               the application                            cations
                                                                  more than
 difference in
                                                                      900
purchase price
                                                                 specifications
                             specialization
                               of health
                                facility                          difficult for
heterogeneous
 information                                                     understandin
about the units                                                         g


             Source: XJ., Zhou, How can I Purchase My Dream MRI Scanner?
Questionnaire for evaluation of expert's
                                 competence
                       Objective evaluation - ho                                                Subjective evaluation - hs




                                                                     Work experience




                                                                                                           participation in
                                                                      in the problem
     Job position




                                                                                                            the problem
                                                        Total work
                                                        experience
                                   Education




                                                                                                              Level of
                       Grades




                                               Grades




                                                                          Grades




                                                                                       Grades




                                                                                                                                      Grades
                                                          (years)




                                                                            area
Head of                                                                                         Expert specializes in the given
                        1       Ph.D.          0.6        >10        1      >10         1                                         1
organization                                                                                    issue
                                                                                                Expert participates in practical
                Higher                                                                          work on solving the issue but
Deputy head 0.8 education                      0.4       10-5        0.8   10-5        0.8      the issue does not belong to     0.8
                (master)                                                                        expert's indicated
                                                                                                specialization
                           Higher
Head of                                                                                         The issue belongs to experts
                       0.6 education 0.2                   <5        0.6    <5         0.6                                            0.6
department                                                                                      specialization
                           (bachelor)
Deputy head
                                                                                                The issue does not belong to
of          0.4                                                                                                                       0.3
                                                                                                experts specialization
department
                                                                                                                       Golupkov, Е., 1998
Reference table of indices of
               argumentation (ka)
                                          Level of source's influence on the expert's
Sources of arguments                                        opinion
                                           high       medium          low      zero
Conducted theoretical analysis              0.3          0.2          0.1        0
Work experience                             0.5          0.4          0.2        0
Summarizing papers by local authors        0.05         0.05         0.05        0
Summarizing papers by foreign authors      0.05         0.05         0.05        0
First-hand experience with state of the
                                           0.05         0.05         0.05           0
problem abroad
Expert's intuition                         0.05         0.05         0.05           0




                                                                     Fedoraev, S.V., 2010
General competence index for a
             specific experts




hjo; hjs - objective and subjective indices
kа – index of argumentation
ki – index of familiarity with the problem
Private weights of experts
The overall competence of the experts
                 0.75       0.67
                 0.70
                                   0.60
Main weighting




                 0.65                     0.57
 coefficient




                 0.60                            0.54

                 0.55                                   0.49 0.49 0.49
                 0.50                                                    0.45
                 0.45
                 0.40
                        0           2             4           6           8
                                    Serial number of expert
MAUT;
AHP
      ELECTRE
MAUT;
AHP
        ELECTRE




       adding new
ease
       alternatives
MAUT;
AHP
      ELECTRE
MAUT;
   AHP
              ELECTRE




  level of   no hard and
preference   preferences
             adding new
  ease
             alternatives
MAUT;
AHP
      ELECTRE
MAUT;
    AHP
                   ELECTRE




evaluation of   measurement of
inconsistency       quality
    level of     no hard and
  preference     preferences
                 adding new
    ease
                 alternatives
MAUT;
AHP
      ELECTRE
Aim                     Level 1        Lvl. 2                          Level 3                  Level 4
                                                                                             Magnetic field
                                                                                               Strength
                                                                     Мain magnet




                                         Technical features
                                                                                              Uniformity
                                                                                               Stability
                                                                                             Magnetic field
                                                                Gradient coil systems          gradient
                                                                                              Slew rate
                                                              Parallel imaging techniques
                                                               Number of independent
                                                                  channels (RF coils)
choose a new MRI




                   The adequacy of                                      Shimming
                   the selection                                                            Size of aperture
                                       Ease of use                  Patient comfort
                                       and safety
                                                                                             Size of tables
                                                                                            Active shielding
                                                                        Safety
                                                                                              Noise level
                                                                     Dimensions
                                                                    Compatibility
                                                                       Training
                                       Customer
                                        support




                                                                Operator and reference
                                                                      manuals
                                                                   Service contract
                                                                 Remote diagnostics
                     Scientific and
                    Technical level
                   The efficiency of              Proposed decision hierarchy
                          use
                      Cost of use                          for MRI
Pairwise comparisons
Results of paired comparisons
                                      serial number of the specifications
serial number of the specifications
Mutual dependence of the
                                                 characteristics
                                      serial number of the specifications
serial number of the specifications




                                             Independent characteristics
                                             Dependent characteristics
Mutual dependence
(network structure)
Ranked by priority list of MRI
                  • SIEMENS MAGNETOM
                     Aera;
                  • SIEMENS MAGNETOM
                     Avanto;
                  • GE HEALTHCARE Optima
                     MR450w;
                  • PHILIPS INTERA;
                  • TOSHIBA1.5 T Vantage
                     Atlas;
                  • PHILIPS Achieva;
                  • PHILIPS Ingenia;
                  • SIEMENS MAGNETOM
                     Espree…
                  etc.
Examination design and the prediction
   of the characteristics weights
Summary
• Method for experts' competence identification.
• Defined the raked list of the experts.
• AHP method with network elements can be
  applied;
• The way how to predict changes of weights.
• Web-system for identification of experts'
  preferences.
• Defined a list of 16 key parameters.
• Algorithm for selection of preferences of
  experts, processing and evaluation of results.
Thank you




ilya.ivlev@fbmi.cvut.cz

Más contenido relacionado

Destacado

14 cinnamon springs.condo docs
14 cinnamon springs.condo docs14 cinnamon springs.condo docs
14 cinnamon springs.condo docsMary Beth Welsh
 
Skyworks Overview
Skyworks OverviewSkyworks Overview
Skyworks OverviewMonster12
 
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShield
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShieldModel Runway, Part 3 Design Best Practices at Blue Cross BlueShield
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShieldRoger Snook
 
Enseñar derechos humanos
Enseñar derechos humanos Enseñar derechos humanos
Enseñar derechos humanos angelronco93
 
Farmacia ni Dok - Retail Pharmacy + Distribution Center
Farmacia ni Dok  - Retail Pharmacy + Distribution CenterFarmacia ni Dok  - Retail Pharmacy + Distribution Center
Farmacia ni Dok - Retail Pharmacy + Distribution CenterFarmacia ni Dok Incorporated
 
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...Luigi Vanfretti
 
SPRC Presentation -June 15, 2011
SPRC Presentation -June 15, 2011SPRC Presentation -June 15, 2011
SPRC Presentation -June 15, 2011nvasoya
 
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...Ioan Toma
 
Total Cycle Time (TCT)
Total Cycle Time (TCT)Total Cycle Time (TCT)
Total Cycle Time (TCT)Patrick Fritz
 
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...marcus evans Network
 
Marketing strategies for cvs pharmacy
Marketing strategies for cvs pharmacyMarketing strategies for cvs pharmacy
Marketing strategies for cvs pharmacyYuanping Hu
 
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...Lora Cecere
 
Sales and distribution of pharmaceutical industry
Sales and distribution of pharmaceutical industrySales and distribution of pharmaceutical industry
Sales and distribution of pharmaceutical industryKrishna Bhawsar
 
Drug interactions in pharmacy related practice j. bolt
Drug interactions in pharmacy related practice j. boltDrug interactions in pharmacy related practice j. bolt
Drug interactions in pharmacy related practice j. boltPASaskatchewan
 

Destacado (20)

14 cinnamon springs.condo docs
14 cinnamon springs.condo docs14 cinnamon springs.condo docs
14 cinnamon springs.condo docs
 
Domains of io t v1
Domains of io t v1Domains of io t v1
Domains of io t v1
 
Skyworks Overview
Skyworks OverviewSkyworks Overview
Skyworks Overview
 
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShield
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShieldModel Runway, Part 3 Design Best Practices at Blue Cross BlueShield
Model Runway, Part 3 Design Best Practices at Blue Cross BlueShield
 
Enseñar derechos humanos
Enseñar derechos humanos Enseñar derechos humanos
Enseñar derechos humanos
 
Farmacia ni Dok - Retail Pharmacy + Distribution Center
Farmacia ni Dok  - Retail Pharmacy + Distribution CenterFarmacia ni Dok  - Retail Pharmacy + Distribution Center
Farmacia ni Dok - Retail Pharmacy + Distribution Center
 
Queuing_analysis
Queuing_analysisQueuing_analysis
Queuing_analysis
 
SWKS-Pitch
SWKS-PitchSWKS-Pitch
SWKS-Pitch
 
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...
CIM to Modelica Factory - Automated Equation-Based Cyber-Physical Power Syste...
 
SPRC Presentation -June 15, 2011
SPRC Presentation -June 15, 2011SPRC Presentation -June 15, 2011
SPRC Presentation -June 15, 2011
 
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...
SPIMBENCH: A scalable, Schema-Aware Instance Matching Benchmark for the Seman...
 
Walgreen vs cvs
Walgreen vs cvsWalgreen vs cvs
Walgreen vs cvs
 
Total Cycle Time (TCT)
Total Cycle Time (TCT)Total Cycle Time (TCT)
Total Cycle Time (TCT)
 
Business model theory part 1
Business model theory part 1Business model theory part 1
Business model theory part 1
 
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...
Case Study on Practical Applications of Lean Principles - Phillip Cain, Alcon...
 
Nestlé and Alcon -case
Nestlé and Alcon -caseNestlé and Alcon -case
Nestlé and Alcon -case
 
Marketing strategies for cvs pharmacy
Marketing strategies for cvs pharmacyMarketing strategies for cvs pharmacy
Marketing strategies for cvs pharmacy
 
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...
Where Is the Pharmaceutical Industry on Supply Chain Maturity? What Can They ...
 
Sales and distribution of pharmaceutical industry
Sales and distribution of pharmaceutical industrySales and distribution of pharmaceutical industry
Sales and distribution of pharmaceutical industry
 
Drug interactions in pharmacy related practice j. bolt
Drug interactions in pharmacy related practice j. boltDrug interactions in pharmacy related practice j. bolt
Drug interactions in pharmacy related practice j. bolt
 

Más de HTAi Bilbao 2012

How Glaucoma Patients Assess Different Aspects of Their Treatment? An Elicit...
How Glaucoma Patients Assess Different Aspects of Their Treatment?  An Elicit...How Glaucoma Patients Assess Different Aspects of Their Treatment?  An Elicit...
How Glaucoma Patients Assess Different Aspects of Their Treatment? An Elicit...HTAi Bilbao 2012
 
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...HTAi Bilbao 2012
 
Health Technology Assessment (HTA) Report: Interventions to increase particip...
Health Technology Assessment (HTA) Report: Interventions to increase particip...Health Technology Assessment (HTA) Report: Interventions to increase particip...
Health Technology Assessment (HTA) Report: Interventions to increase particip...HTAi Bilbao 2012
 
The use of ‘colloquial evidence’ in HTA: the experience of NICE
The use of ‘colloquial evidence’ in HTA:  the experience of NICE The use of ‘colloquial evidence’ in HTA:  the experience of NICE
The use of ‘colloquial evidence’ in HTA: the experience of NICE HTAi Bilbao 2012
 
Social values international programme: integrating research and policy to ens...
Social values international programme: integrating research and policy to ens...Social values international programme: integrating research and policy to ens...
Social values international programme: integrating research and policy to ens...HTAi Bilbao 2012
 
Challenges in commissioning research on what works in integrated care
Challenges in commissioning research on what works in integrated careChallenges in commissioning research on what works in integrated care
Challenges in commissioning research on what works in integrated careHTAi Bilbao 2012
 
Building a portfolio of research findings for use by healthcare managers and ...
Building a portfolio of research findings for use by healthcare managers and ...Building a portfolio of research findings for use by healthcare managers and ...
Building a portfolio of research findings for use by healthcare managers and ...HTAi Bilbao 2012
 
Assessing the International Use
Assessing the International Use Assessing the International Use
Assessing the International Use HTAi Bilbao 2012
 
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...HTAi Bilbao 2012
 
On the outside looking in.
On the outside looking in. On the outside looking in.
On the outside looking in. HTAi Bilbao 2012
 
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...HTAi Bilbao 2012
 
How to promote the prescription of evidence-based non-pharmacological treatme...
How to promote the prescription of evidence-based non-pharmacological treatme...How to promote the prescription of evidence-based non-pharmacological treatme...
How to promote the prescription of evidence-based non-pharmacological treatme...HTAi Bilbao 2012
 
The eunethta planned and ongoing projects database
The eunethta planned and ongoing projects databaseThe eunethta planned and ongoing projects database
The eunethta planned and ongoing projects databaseHTAi Bilbao 2012
 
Evaluation of an e health intervention for cancer patients' support
Evaluation of an e health intervention for cancer patients' supportEvaluation of an e health intervention for cancer patients' support
Evaluation of an e health intervention for cancer patients' supportHTAi Bilbao 2012
 
Classification of oecd countries reimbursement systems at the individual tech...
Classification of oecd countries reimbursement systems at the individual tech...Classification of oecd countries reimbursement systems at the individual tech...
Classification of oecd countries reimbursement systems at the individual tech...HTAi Bilbao 2012
 
Bevacizumab for neovascular age related macular degeneration
Bevacizumab for neovascular age related macular degenerationBevacizumab for neovascular age related macular degeneration
Bevacizumab for neovascular age related macular degenerationHTAi Bilbao 2012
 
Azienda ospedaliero Universitaria of Udine
Azienda ospedaliero Universitaria of UdineAzienda ospedaliero Universitaria of Udine
Azienda ospedaliero Universitaria of UdineHTAi Bilbao 2012
 
The application of Health Technology Assessment in the field of biologics: an...
The application of Health Technology Assessment in the field of biologics: an...The application of Health Technology Assessment in the field of biologics: an...
The application of Health Technology Assessment in the field of biologics: an...HTAi Bilbao 2012
 
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...Hospital-based HTA: does it impact on medical technologies’ expenditure and c...
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...HTAi Bilbao 2012
 

Más de HTAi Bilbao 2012 (20)

How Glaucoma Patients Assess Different Aspects of Their Treatment? An Elicit...
How Glaucoma Patients Assess Different Aspects of Their Treatment?  An Elicit...How Glaucoma Patients Assess Different Aspects of Their Treatment?  An Elicit...
How Glaucoma Patients Assess Different Aspects of Their Treatment? An Elicit...
 
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...
Transitional Care for Pediatric Patients with Neuromuscular Diseases: A Healt...
 
Health Technology Assessment (HTA) Report: Interventions to increase particip...
Health Technology Assessment (HTA) Report: Interventions to increase particip...Health Technology Assessment (HTA) Report: Interventions to increase particip...
Health Technology Assessment (HTA) Report: Interventions to increase particip...
 
The use of ‘colloquial evidence’ in HTA: the experience of NICE
The use of ‘colloquial evidence’ in HTA:  the experience of NICE The use of ‘colloquial evidence’ in HTA:  the experience of NICE
The use of ‘colloquial evidence’ in HTA: the experience of NICE
 
Social values international programme: integrating research and policy to ens...
Social values international programme: integrating research and policy to ens...Social values international programme: integrating research and policy to ens...
Social values international programme: integrating research and policy to ens...
 
Challenges in commissioning research on what works in integrated care
Challenges in commissioning research on what works in integrated careChallenges in commissioning research on what works in integrated care
Challenges in commissioning research on what works in integrated care
 
Building a portfolio of research findings for use by healthcare managers and ...
Building a portfolio of research findings for use by healthcare managers and ...Building a portfolio of research findings for use by healthcare managers and ...
Building a portfolio of research findings for use by healthcare managers and ...
 
Assessing the International Use
Assessing the International Use Assessing the International Use
Assessing the International Use
 
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...
EVALUATION OF PSYCHOSOCIAL FACTORS INFLUENCING HEALTHCARE PROFESSIONAL ACCEPT...
 
On the outside looking in.
On the outside looking in. On the outside looking in.
On the outside looking in.
 
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...
METHODS, MATHEMATICAL MODELS, DATA QUALITY ASSESSMENT AND RESULT INTERPRETATI...
 
How to promote the prescription of evidence-based non-pharmacological treatme...
How to promote the prescription of evidence-based non-pharmacological treatme...How to promote the prescription of evidence-based non-pharmacological treatme...
How to promote the prescription of evidence-based non-pharmacological treatme...
 
The eunethta planned and ongoing projects database
The eunethta planned and ongoing projects databaseThe eunethta planned and ongoing projects database
The eunethta planned and ongoing projects database
 
Evaluation of an e health intervention for cancer patients' support
Evaluation of an e health intervention for cancer patients' supportEvaluation of an e health intervention for cancer patients' support
Evaluation of an e health intervention for cancer patients' support
 
Classification of oecd countries reimbursement systems at the individual tech...
Classification of oecd countries reimbursement systems at the individual tech...Classification of oecd countries reimbursement systems at the individual tech...
Classification of oecd countries reimbursement systems at the individual tech...
 
Bevacizumab for neovascular age related macular degeneration
Bevacizumab for neovascular age related macular degenerationBevacizumab for neovascular age related macular degeneration
Bevacizumab for neovascular age related macular degeneration
 
Azienda ospedaliero Universitaria of Udine
Azienda ospedaliero Universitaria of UdineAzienda ospedaliero Universitaria of Udine
Azienda ospedaliero Universitaria of Udine
 
HTAi in hospitals
HTAi in hospitalsHTAi in hospitals
HTAi in hospitals
 
The application of Health Technology Assessment in the field of biologics: an...
The application of Health Technology Assessment in the field of biologics: an...The application of Health Technology Assessment in the field of biologics: an...
The application of Health Technology Assessment in the field of biologics: an...
 
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...Hospital-based HTA: does it impact on medical technologies’ expenditure and c...
Hospital-based HTA: does it impact on medical technologies’ expenditure and c...
 

Último

Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Shimla Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...adilkhan87451
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Tirupati Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Majestic ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Majestic ⟟  9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Majestic ⟟  9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Majestic ⟟ 9332606886 ⟟ Call Me For Genuine S...narwatsonia7
 
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service Available
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service AvailableTrichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service Available
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service AvailableGENUINE ESCORT AGENCY
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappMost Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappInaaya Sharma
 
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Vadodara Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...khalifaescort01
 
Call Girls Guntur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur  Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Guntur  Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...narwatsonia7
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...tanya dube
 
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...Dipal Arora
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426jennyeacort
 
Top Rated Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...
Top Rated  Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...Top Rated  Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...
Top Rated Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...chandars293
 

Último (20)

Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Shimla Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Shimla Just Call 8617370543 Top Class Call Girl Service Available
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Tirupati Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 8250077686 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Majestic ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Majestic ⟟  9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Majestic ⟟  9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Majestic ⟟ 9332606886 ⟟ Call Me For Genuine S...
 
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service Available
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service AvailableTrichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service Available
Trichy Call Girls Book Now 9630942363 Top Class Trichy Escort Service Available
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappMost Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
 
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Vadodara Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Vadodara Just Call 8617370543 Top Class Call Girl Service Available
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
 
Call Girls Guntur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur  Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Guntur  Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur Just Call 8250077686 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
 
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
 
Top Rated Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...
Top Rated  Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...Top Rated  Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...
Top Rated Hyderabad Call Girls Chintal ⟟ 9332606886 ⟟ Call Me For Genuine Se...
 

Decision making in management for large medical equipment

  • 1. Decision making in management for large medical equipment Ilya Ivlev and Peter Kneppo ilya.ivlev@fbmi.cvut.cz
  • 2. Number of MRI units per million population Source: OECD Health Data
  • 3. The difference in the availability of MRI 41 Japan Mexico MRI units/mill: 43,1 MRI units/mill: 1,5 Source: OECD Health Data
  • 4. Financial losses in health care Source: WHO “World health statistics 2010”
  • 5. WHO: causes of inefficiency and recommendations CAUSES OF INEFFICIENCY ● EXCESSIVE PURCHASING and use of EQUIPMENT ● Financial drain etc. SOLUTION ● DEVELOPMENT OF SYSTEMS SELECTION AND PROCUREMENT ● Control government expenditure on health care ● Implementing new regulations etc. Source: WHO “The world health report: health systems financing: the path to universal coverage 2010”
  • 6. Development of a system for rational choice of large medical equipment
  • 7. Difficulties in decision making Suppler Objectives of Specifi- policies the application cations more than difference in 900 purchase price specifications specialization of health facility difficult for heterogeneous information understandin about the units g Source: XJ., Zhou, How can I Purchase My Dream MRI Scanner?
  • 8.
  • 9.
  • 10. Questionnaire for evaluation of expert's competence Objective evaluation - ho Subjective evaluation - hs Work experience participation in in the problem Job position the problem Total work experience Education Level of Grades Grades Grades Grades Grades (years) area Head of Expert specializes in the given 1 Ph.D. 0.6 >10 1 >10 1 1 organization issue Expert participates in practical Higher work on solving the issue but Deputy head 0.8 education 0.4 10-5 0.8 10-5 0.8 the issue does not belong to 0.8 (master) expert's indicated specialization Higher Head of The issue belongs to experts 0.6 education 0.2 <5 0.6 <5 0.6 0.6 department specialization (bachelor) Deputy head The issue does not belong to of 0.4 0.3 experts specialization department Golupkov, Е., 1998
  • 11. Reference table of indices of argumentation (ka) Level of source's influence on the expert's Sources of arguments opinion high medium low zero Conducted theoretical analysis 0.3 0.2 0.1 0 Work experience 0.5 0.4 0.2 0 Summarizing papers by local authors 0.05 0.05 0.05 0 Summarizing papers by foreign authors 0.05 0.05 0.05 0 First-hand experience with state of the 0.05 0.05 0.05 0 problem abroad Expert's intuition 0.05 0.05 0.05 0 Fedoraev, S.V., 2010
  • 12. General competence index for a specific experts hjo; hjs - objective and subjective indices kа – index of argumentation ki – index of familiarity with the problem
  • 14. The overall competence of the experts 0.75 0.67 0.70 0.60 Main weighting 0.65 0.57 coefficient 0.60 0.54 0.55 0.49 0.49 0.49 0.50 0.45 0.45 0.40 0 2 4 6 8 Serial number of expert
  • 15. MAUT; AHP ELECTRE
  • 16. MAUT; AHP ELECTRE adding new ease alternatives
  • 17. MAUT; AHP ELECTRE
  • 18. MAUT; AHP ELECTRE level of no hard and preference preferences adding new ease alternatives
  • 19. MAUT; AHP ELECTRE
  • 20. MAUT; AHP ELECTRE evaluation of measurement of inconsistency quality level of no hard and preference preferences adding new ease alternatives
  • 21. MAUT; AHP ELECTRE
  • 22. Aim Level 1 Lvl. 2 Level 3 Level 4 Magnetic field Strength Мain magnet Technical features Uniformity Stability Magnetic field Gradient coil systems gradient Slew rate Parallel imaging techniques Number of independent channels (RF coils) choose a new MRI The adequacy of Shimming the selection Size of aperture Ease of use Patient comfort and safety Size of tables Active shielding Safety Noise level Dimensions Compatibility Training Customer support Operator and reference manuals Service contract Remote diagnostics Scientific and Technical level The efficiency of Proposed decision hierarchy use Cost of use for MRI
  • 24. Results of paired comparisons serial number of the specifications serial number of the specifications
  • 25. Mutual dependence of the characteristics serial number of the specifications serial number of the specifications Independent characteristics Dependent characteristics
  • 27.
  • 28. Ranked by priority list of MRI • SIEMENS MAGNETOM Aera; • SIEMENS MAGNETOM Avanto; • GE HEALTHCARE Optima MR450w; • PHILIPS INTERA; • TOSHIBA1.5 T Vantage Atlas; • PHILIPS Achieva; • PHILIPS Ingenia; • SIEMENS MAGNETOM Espree… etc.
  • 29. Examination design and the prediction of the characteristics weights
  • 30. Summary • Method for experts' competence identification. • Defined the raked list of the experts. • AHP method with network elements can be applied; • The way how to predict changes of weights. • Web-system for identification of experts' preferences. • Defined a list of 16 key parameters. • Algorithm for selection of preferences of experts, processing and evaluation of results.