SlideShare a Scribd company logo
1 of 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

More Related Content

Viewers also liked

Restructuring the Strip
Restructuring the StripRestructuring the Strip
Restructuring the StripCaitlyn Horose
 
Accounting for all randomised cases: handling non-compliance and missing data...
Accounting for all randomised cases: handling non-compliance and missing data...Accounting for all randomised cases: handling non-compliance and missing data...
Accounting for all randomised cases: handling non-compliance and missing data...HTAi Bilbao 2012
 
W15 driving better local bus services - david brown
W15   driving better local bus services - david brownW15   driving better local bus services - david brown
W15 driving better local bus services - david brownlgconf11
 
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...Economic evaluation. Cost-effectiveness of nutritional intervention on healin...
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...HTAi Bilbao 2012
 

Viewers also liked (6)

Restructuring the Strip
Restructuring the StripRestructuring the Strip
Restructuring the Strip
 
Коррупция
КоррупцияКоррупция
Коррупция
 
Accounting for all randomised cases: handling non-compliance and missing data...
Accounting for all randomised cases: handling non-compliance and missing data...Accounting for all randomised cases: handling non-compliance and missing data...
Accounting for all randomised cases: handling non-compliance and missing data...
 
W15 driving better local bus services - david brown
W15   driving better local bus services - david brownW15   driving better local bus services - david brown
W15 driving better local bus services - david brown
 
Programa1
Programa1Programa1
Programa1
 
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...Economic evaluation. Cost-effectiveness of nutritional intervention on healin...
Economic evaluation. Cost-effectiveness of nutritional intervention on healin...
 

More from 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
 

More from 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...
 

Recently uploaded

High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...narwatsonia7
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Miss joya
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...Neha Kaur
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call girls in Ahmedabad High profile
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...narwatsonia7
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patna
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service PatnaLow Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patna
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patnamakika9823
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
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
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableNehru place Escorts
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...indiancallgirl4rent
 

Recently uploaded (20)

High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patna
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service PatnaLow Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patna
Low Rate Call Girls Patna Anika 8250192130 Independent Escort Service Patna
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
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...
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
 

Decision making framework for selecting 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.