Physicians’ incentives to adopt personalised medicine: Experimental evidence

We study physicians’ incentives to use personalised medicine techniques, replicating the physician’s trade-offs under the option of personalised medicine information. In a laboratory experiment conducted in two French Universities, prospective physicians played a real-effort game. We vary both the i...

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Published inJournal of economic behavior & organization Vol. 191; pp. 686 - 713
Main Authors Bardey, David, Kembou, Samuel, Ventelou, Bruno
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.11.2021
Elsevier
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Abstract We study physicians’ incentives to use personalised medicine techniques, replicating the physician’s trade-offs under the option of personalised medicine information. In a laboratory experiment conducted in two French Universities, prospective physicians played a real-effort game. We vary both the information structure (free access versus paid access to personalised medicine information) and the payment scheme (pay-for-performance (P4P), capitation (CAP) and fee-for-service (FFS)), implementing a within-subject design. Our results are threefold: (i) Compared to FFS and CAP, the P4P scheme strongly and positively impacts the decision to adopt personalised medicine. (ii) Although expected to dominate the other schemes, P4P is not always efficient in transforming free access to personalised medicine into higher quality of care. (iii) When it has to be paid for and after controlling for self-selection, personalised medicine is positively associated with quality, suggesting that subjects tend to make better use of information that comes at a cost. We find this effect to be stronger for males than for females prospective physicians. Quantification of our results however suggests that this positive impact is not strong enough to justify generalising the payment for personalised medicine access. Finally, we develop a theoretical model that includes in its set-up a commitment device component, which is the mechanism that we inferred from the data of the experiment. Our model replicates the principal results of the experiment, reinforcing the interpretation that the higher quality provided by subjects who bought personalised medicine can be interpreted as a commitment device effect.
AbstractList We study physicians’ incentives to use personalised medicine techniques, replicating the physician’s trade-offs under the option of personalised medicine information. In a laboratory experiment conducted in two French Universities, prospective physicians played a real-effort game. We vary both the information structure (free access versus paid access to personalised medicine information) and the payment scheme (pay-for-performance (P4P), capitation (CAP) and fee-for-service (FFS)), implementing a within-subject design. Our results are threefold: (i) Compared to FFS and CAP, the P4P scheme strongly and positively impacts the decision to adopt personalised medicine. (ii) Although expected to dominate the other schemes, P4P is not always efficient in transforming free access to personalised medicine into higher quality of care. (iii) When it has to be paid for and after controlling for self-selection, personalised medicine is positively associated with quality, suggesting that subjects tend to make better use of information that comes at a cost. We find this effect to be stronger for males than for females prospective physicians. Quantification of our results however suggests that this positive impact is not strong enough to justify generalising the payment for personalised medicine access. Finally, we develop a theoretical model that includes in its set-up a commitment device component, which is the mechanism that we inferred from the data of the experiment. Our model replicates the principal results of the experiment, reinforcing the interpretation that the higher quality provided by subjects who bought personalised medicine can be interpreted as a commitment device effect.
Author Bardey, David
Ventelou, Bruno
Kembou, Samuel
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Cites_doi 10.1002/hec.3292
10.1016/j.jhealeco.2011.05.001
10.1016/j.jhealeco.2013.08.008
10.1016/j.econlet.2007.01.008
10.1016/j.socscimed.2017.03.002
10.1016/j.econlet.2018.11.019
10.1016/S1574-0064(00)80168-7
10.1186/2191-1991-2-1
10.1080/01621459.1961.10482090
10.1111/jpet.12368
10.1016/j.jebo.2017.08.004
10.1016/j.jebo.2015.10.005
10.1371/journal.pone.0234387
10.2217/pme-2017-0003
10.1016/j.jebo.2015.04.011
10.1016/j.jebo.2014.05.009
10.1111/1468-0262.00252
10.1007/s10198-014-0647-8
10.3389/fpsyg.2016.01464
10.1016/0167-6296(86)90002-0
10.1111/j.1468-0262.2004.00480.x
10.1002/hec.3842
10.1016/j.socscimed.2014.03.001
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Keywords Prospective physicians
Pay-for-performance
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Personalised medicine
Fee-forservice
C91
Laboratory experiment
Capitation
Language English
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References Kembou Nzale, Weeks, Ouafik, Rouquette, Beau-Faller, Lemoine, Ventelou (bib0024) 2020; 15
Hennig-Schmidt, Selten, Wiesen (bib0019) 2011; 30
Jelovac, Kembou Nzale (bib0023) 2020; 22
Brosig-Koch, Hennig-Schmidt, Kairies-Schwarz, Wiesen (bib0008) 2016
Ellis, McGuire (bib0012) 1986; 5
Gul, Pesendorfer (bib0016) 2001; 69
Godager, Hennig-Schmidt, Iversen (bib0013) 2016; 131
Hennig-Schmidt, Jrges, Wiesen (bib0021) 2019; 28.3
Brosig-Koch, Hennig-Schmidt, Kairies-Schwarz, Wiesen (bib0009) 2016; 131
Sun (bib0028) 2017
Brosig-Koch, Hennig-Schmidt, Kairies, Wiesen (bib0007) 2013
Brosig-Koch, HennigSchmidt, KairiesSchwarz, Wiesen (bib0010) 2017; 26
Ahlert, Felder, Vogt (bib0002) 2012; 2
Antoanzas, Jurez-Castell, Rodrguez-Ibeas (bib0003) 2015; 16
Hennig-Schmidt, Wiesen (bib0020) 2014; 108
Hafner, Reif, Seebauer (bib0018) 2017
Gul, Pesendorfer (bib0017) 2004; 72
Bejarano, Green, Rassenti (bib0004) 2017; 142
Nimmesgern, Norstedt, Draghia-Akli (bib0027) 2017; 14
Agrawal, Green, Lavergne (bib0001) 2019; 174
Brüggen, Strobel (bib0006) 2007; 96
Dunn (bib0011) 1961; 56
Bejarano, Green, Rassenti (bib0005) 2016; 7
Godager, Wiesen (bib0014) 2013; 32
McGuire (bib0026) 2000
Green (bib0015) 2014; 106
Lagarde, Blaauw (bib0025) 2017; 179
Howard, Hockenberry, David (bib0022) 2017
Brosig-Koch (10.1016/j.jebo.2021.07.037_bib0009) 2016; 131
Nimmesgern (10.1016/j.jebo.2021.07.037_bib0027) 2017; 14
Green (10.1016/j.jebo.2021.07.037_bib0015) 2014; 106
Dunn (10.1016/j.jebo.2021.07.037_bib0011) 1961; 56
Gul (10.1016/j.jebo.2021.07.037_bib0016) 2001; 69
Kembou Nzale (10.1016/j.jebo.2021.07.037_bib0024) 2020; 15
Antoanzas (10.1016/j.jebo.2021.07.037_bib0003) 2015; 16
Bejarano (10.1016/j.jebo.2021.07.037_bib0005) 2016; 7
Ahlert (10.1016/j.jebo.2021.07.037_bib0002) 2012; 2
Lagarde (10.1016/j.jebo.2021.07.037_bib0025) 2017; 179
Godager (10.1016/j.jebo.2021.07.037_bib0013) 2016; 131
Howard (10.1016/j.jebo.2021.07.037_bib0022) 2017
Godager (10.1016/j.jebo.2021.07.037_bib0014) 2013; 32
Gul (10.1016/j.jebo.2021.07.037_bib0017) 2004; 72
Agrawal (10.1016/j.jebo.2021.07.037_bib0001) 2019; 174
Brosig-Koch (10.1016/j.jebo.2021.07.037_bib0007) 2013
Bejarano (10.1016/j.jebo.2021.07.037_bib0004) 2017; 142
Ellis (10.1016/j.jebo.2021.07.037_bib0012) 1986; 5
Brüggen (10.1016/j.jebo.2021.07.037_bib0006) 2007; 96
Hennig-Schmidt (10.1016/j.jebo.2021.07.037_bib0021) 2019; 28.3
Jelovac (10.1016/j.jebo.2021.07.037_bib0023) 2020; 22
Hafner (10.1016/j.jebo.2021.07.037_bib0018) 2017
Sun (10.1016/j.jebo.2021.07.037_bib0028) 2017
McGuire (10.1016/j.jebo.2021.07.037_bib0026) 2000
Brosig-Koch (10.1016/j.jebo.2021.07.037_bib0010) 2017; 26
Hennig-Schmidt (10.1016/j.jebo.2021.07.037_bib0020) 2014; 108
Hennig-Schmidt (10.1016/j.jebo.2021.07.037_bib0019) 2011; 30
Brosig-Koch (10.1016/j.jebo.2021.07.037_bib0008) 2016
References_xml – volume: 2
  start-page: 1
  year: 2012
  end-page: 11
  ident: bib0002
  article-title: Which patients do i treat? an experimental study with economists and physicians
  publication-title: Health Econ. Rev.
  contributor:
    fullname: Vogt
– volume: 30
  start-page: 637646
  year: 2011
  ident: bib0019
  article-title: How payment systems affect physicians provision behaviour–an experimental investigation
  publication-title: J. Health Econ.
  contributor:
    fullname: Wiesen
– volume: 15
  start-page: e0234387
  year: 2020
  ident: bib0024
  article-title: Inequity in access to personalized medicine in france: evidences from analysis of geo variations in the access to molecular profiling among advanced non-small-cell lung cancer patients: results from the IFCT biomarkers france study
  publication-title: PLoS ONE
  contributor:
    fullname: Ventelou
– year: 2016
  ident: bib0008
  article-title: Physician Performance Pay: Evidence from a Laboratory experiment
  publication-title: RUHR Economic Papers
  contributor:
    fullname: Wiesen
– volume: 56
  start-page: 52
  year: 1961
  end-page: 64
  ident: bib0011
  article-title: Multiple comparisons among means
  publication-title: J. Am. Stat. Assoc.
  contributor:
    fullname: Dunn
– start-page: 461536
  year: 2000
  ident: bib0026
  article-title: Physician agency
  publication-title: Handbook of health economics
  contributor:
    fullname: McGuire
– volume: 142
  start-page: 396
  year: 2017
  end-page: 403
  ident: bib0004
  article-title: Payment scheme self-selection in the credence goods market: an experimental study
  publication-title: J. Econ. Behav. Organ.
  contributor:
    fullname: Rassenti
– volume: 108
  start-page: 156165
  year: 2014
  ident: bib0020
  article-title: Other-regarding behavior and motivation in health care provision: an experiment with medical and non-medical students
  publication-title: Social Sci. Med.
  contributor:
    fullname: Wiesen
– volume: 131
  start-page: 36
  year: 2016
  end-page: 46
  ident: bib0013
  article-title: Does performance disclosure influence physicians medical decisions? an experimental study
  publication-title: J. Econ. Behav. Organ.
  contributor:
    fullname: Iversen
– year: 2017
  ident: bib0018
  article-title: Physician Behavior under Prospective Payment Schemes: Evidence from Artefactual Field and Lab Experiments
  publication-title: FAU Discussion Papers in Economics
  contributor:
    fullname: Seebauer
– volume: 5
  start-page: 129
  year: 1986
  end-page: 151
  ident: bib0012
  article-title: Provider behavior under prospective reimbursement: cost sharing and supply
  publication-title: J. Health Econ.
  contributor:
    fullname: McGuire
– volume: 179
  start-page: 147159
  year: 2017
  ident: bib0025
  article-title: Physicians responses to financial and social incentives: a medically framed real effort experiment
  publication-title: Social Sci. Med.
  contributor:
    fullname: Blaauw
– volume: 28.3
  start-page: 319
  year: 2019
  end-page: 338
  ident: bib0021
  article-title: Dishonesty in health care practice: a behavioral experiment on upcoding in neonatology
  publication-title: Health Econ.
  contributor:
    fullname: Wiesen
– volume: 131
  start-page: 17
  year: 2016
  end-page: 23
  ident: bib0009
  article-title: Using artefactual field and lab experiments to investigate how fee-for-service and capitation affect medical service provision
  publication-title: J. Econ. Behav. Organ.
  contributor:
    fullname: Wiesen
– volume: 26
  start-page: 243
  year: 2017
  end-page: 262
  ident: bib0010
  article-title: The effects of introducing mixed payment systems for physicians: experimental evidence
  publication-title: Health Econ.
  contributor:
    fullname: Wiesen
– volume: 16
  start-page: 985
  year: 2015
  end-page: 994
  ident: bib0003
  article-title: Some economics on personalized and predictive medicine
  publication-title: Eur. J. Health Econ.
  contributor:
    fullname: Rodrguez-Ibeas
– volume: 72
  start-page: 11958
  year: 2004
  ident: bib0017
  article-title: Self-control and the theory of consumption
  publication-title: Econometrica
  contributor:
    fullname: Pesendorfer
– year: 2013
  ident: bib0007
  article-title: How effective are pay-for-performance incentives for physicians? a laboratory experiment
  publication-title: RUHR Economic Papers (no. 413)
  contributor:
    fullname: Wiesen
– year: 2017
  ident: bib0028
  publication-title: Socio-economics of Personalized Medicine in Asia
  contributor:
    fullname: Sun
– volume: 7
  start-page: 1464
  year: 2016
  ident: bib0005
  article-title: Angels and demons: using behavioral types in a real-effort moral dilemma to identify expert traits?
  publication-title: Front. Psychol.
  contributor:
    fullname: Rassenti
– volume: 106
  start-page: 367
  year: 2014
  end-page: 378
  ident: bib0015
  article-title: Payment systems in the healthcare industry: an experimental study of physician incentives
  publication-title: J. Econ. Behav. Organ.
  contributor:
    fullname: Green
– volume: 32
  start-page: 1105
  year: 2013
  end-page: 1116
  ident: bib0014
  article-title: Profit or patients’ health benefit? exploring the heterogeneity in physician altruism
  publication-title: J. Health Econ.
  contributor:
    fullname: Wiesen
– volume: 174
  start-page: 195
  year: 2019
  end-page: 199
  ident: bib0001
  article-title: Gender effects in the credence goods market: an experimental study
  publication-title: Econ. Lett.
  contributor:
    fullname: Lavergne
– volume: 69
  start-page: 140335
  year: 2001
  ident: bib0016
  article-title: Temptation and self-control
  publication-title: Econometrica
  contributor:
    fullname: Pesendorfer
– volume: 14
  start-page: 355
  year: 2017
  end-page: 365
  ident: bib0027
  article-title: Enabling personalized medicine in europe by the european commission’s funding activities
  publication-title: Per. Med.
  contributor:
    fullname: Draghia-Akli
– volume: 22
  start-page: 49
  year: 2020
  end-page: 68
  ident: bib0023
  article-title: Regulation and altruism
  publication-title: J. Pub. Econ. Theory
  contributor:
    fullname: Kembou Nzale
– volume: 96
  start-page: 232
  year: 2007
  end-page: 236
  ident: bib0006
  article-title: Real effort versus chosen effort in experiments
  publication-title: Econ. Lett.
  contributor:
    fullname: Strobel
– year: 2017
  ident: bib0022
  article-title: Personalized medicine when physicians induce demand
  publication-title: Economic Dimensions of Personalized and Precision Medicine
  contributor:
    fullname: David
– volume: 26
  start-page: 243
  issue: 2
  year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0010
  article-title: The effects of introducing mixed payment systems for physicians: experimental evidence
  publication-title: Health Econ.
  doi: 10.1002/hec.3292
  contributor:
    fullname: Brosig-Koch
– volume: 30
  start-page: 637646
  year: 2011
  ident: 10.1016/j.jebo.2021.07.037_bib0019
  article-title: How payment systems affect physicians provision behaviour–an experimental investigation
  publication-title: J. Health Econ.
  doi: 10.1016/j.jhealeco.2011.05.001
  contributor:
    fullname: Hennig-Schmidt
– volume: 32
  start-page: 1105
  issue: 6
  year: 2013
  ident: 10.1016/j.jebo.2021.07.037_bib0014
  article-title: Profit or patients’ health benefit? exploring the heterogeneity in physician altruism
  publication-title: J. Health Econ.
  doi: 10.1016/j.jhealeco.2013.08.008
  contributor:
    fullname: Godager
– volume: 96
  start-page: 232
  issue: 2
  year: 2007
  ident: 10.1016/j.jebo.2021.07.037_bib0006
  article-title: Real effort versus chosen effort in experiments
  publication-title: Econ. Lett.
  doi: 10.1016/j.econlet.2007.01.008
  contributor:
    fullname: Brüggen
– volume: 179
  start-page: 147159
  year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0025
  article-title: Physicians responses to financial and social incentives: a medically framed real effort experiment
  publication-title: Social Sci. Med.
  doi: 10.1016/j.socscimed.2017.03.002
  contributor:
    fullname: Lagarde
– volume: 174
  start-page: 195
  year: 2019
  ident: 10.1016/j.jebo.2021.07.037_bib0001
  article-title: Gender effects in the credence goods market: an experimental study
  publication-title: Econ. Lett.
  doi: 10.1016/j.econlet.2018.11.019
  contributor:
    fullname: Agrawal
– start-page: 461536
  year: 2000
  ident: 10.1016/j.jebo.2021.07.037_bib0026
  article-title: Physician agency
  doi: 10.1016/S1574-0064(00)80168-7
  contributor:
    fullname: McGuire
– volume: 2
  start-page: 1
  issue: 1
  year: 2012
  ident: 10.1016/j.jebo.2021.07.037_bib0002
  article-title: Which patients do i treat? an experimental study with economists and physicians
  publication-title: Health Econ. Rev.
  doi: 10.1186/2191-1991-2-1
  contributor:
    fullname: Ahlert
– volume: 56
  start-page: 52
  issue: 293
  year: 1961
  ident: 10.1016/j.jebo.2021.07.037_bib0011
  article-title: Multiple comparisons among means
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1080/01621459.1961.10482090
  contributor:
    fullname: Dunn
– volume: 22
  start-page: 49
  issue: 1
  year: 2020
  ident: 10.1016/j.jebo.2021.07.037_bib0023
  article-title: Regulation and altruism
  publication-title: J. Pub. Econ. Theory
  doi: 10.1111/jpet.12368
  contributor:
    fullname: Jelovac
– volume: 142
  start-page: 396
  year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0004
  article-title: Payment scheme self-selection in the credence goods market: an experimental study
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/j.jebo.2017.08.004
  contributor:
    fullname: Bejarano
– year: 2016
  ident: 10.1016/j.jebo.2021.07.037_bib0008
  article-title: Physician Performance Pay: Evidence from a Laboratory experiment
  contributor:
    fullname: Brosig-Koch
– volume: 131
  start-page: 36
  year: 2016
  ident: 10.1016/j.jebo.2021.07.037_bib0013
  article-title: Does performance disclosure influence physicians medical decisions? an experimental study
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/j.jebo.2015.10.005
  contributor:
    fullname: Godager
– volume: 15
  start-page: e0234387
  issue: 7
  year: 2020
  ident: 10.1016/j.jebo.2021.07.037_bib0024
  article-title: Inequity in access to personalized medicine in france: evidences from analysis of geo variations in the access to molecular profiling among advanced non-small-cell lung cancer patients: results from the IFCT biomarkers france study
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0234387
  contributor:
    fullname: Kembou Nzale
– year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0018
  article-title: Physician Behavior under Prospective Payment Schemes: Evidence from Artefactual Field and Lab Experiments
  contributor:
    fullname: Hafner
– volume: 14
  start-page: 355
  issue: 4
  year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0027
  article-title: Enabling personalized medicine in europe by the european commission’s funding activities
  publication-title: Per. Med.
  doi: 10.2217/pme-2017-0003
  contributor:
    fullname: Nimmesgern
– volume: 131
  start-page: 17
  year: 2016
  ident: 10.1016/j.jebo.2021.07.037_bib0009
  article-title: Using artefactual field and lab experiments to investigate how fee-for-service and capitation affect medical service provision
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/j.jebo.2015.04.011
  contributor:
    fullname: Brosig-Koch
– volume: 106
  start-page: 367
  year: 2014
  ident: 10.1016/j.jebo.2021.07.037_bib0015
  article-title: Payment systems in the healthcare industry: an experimental study of physician incentives
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/j.jebo.2014.05.009
  contributor:
    fullname: Green
– volume: 69
  start-page: 140335
  issue: 6
  year: 2001
  ident: 10.1016/j.jebo.2021.07.037_bib0016
  article-title: Temptation and self-control
  publication-title: Econometrica
  doi: 10.1111/1468-0262.00252
  contributor:
    fullname: Gul
– volume: 16
  start-page: 985
  issue: 9
  year: 2015
  ident: 10.1016/j.jebo.2021.07.037_bib0003
  article-title: Some economics on personalized and predictive medicine
  publication-title: Eur. J. Health Econ.
  doi: 10.1007/s10198-014-0647-8
  contributor:
    fullname: Antoanzas
– year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0022
  article-title: Personalized medicine when physicians induce demand
  contributor:
    fullname: Howard
– volume: 7
  start-page: 1464
  year: 2016
  ident: 10.1016/j.jebo.2021.07.037_bib0005
  article-title: Angels and demons: using behavioral types in a real-effort moral dilemma to identify expert traits?
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2016.01464
  contributor:
    fullname: Bejarano
– volume: 5
  start-page: 129
  issue: 2
  year: 1986
  ident: 10.1016/j.jebo.2021.07.037_bib0012
  article-title: Provider behavior under prospective reimbursement: cost sharing and supply
  publication-title: J. Health Econ.
  doi: 10.1016/0167-6296(86)90002-0
  contributor:
    fullname: Ellis
– year: 2013
  ident: 10.1016/j.jebo.2021.07.037_bib0007
  article-title: How effective are pay-for-performance incentives for physicians? a laboratory experiment
  contributor:
    fullname: Brosig-Koch
– volume: 72
  start-page: 11958
  issue: 1
  year: 2004
  ident: 10.1016/j.jebo.2021.07.037_bib0017
  article-title: Self-control and the theory of consumption
  publication-title: Econometrica
  doi: 10.1111/j.1468-0262.2004.00480.x
  contributor:
    fullname: Gul
– volume: 28.3
  start-page: 319
  year: 2019
  ident: 10.1016/j.jebo.2021.07.037_bib0021
  article-title: Dishonesty in health care practice: a behavioral experiment on upcoding in neonatology
  publication-title: Health Econ.
  doi: 10.1002/hec.3842
  contributor:
    fullname: Hennig-Schmidt
– year: 2017
  ident: 10.1016/j.jebo.2021.07.037_bib0028
  contributor:
    fullname: Sun
– volume: 108
  start-page: 156165
  year: 2014
  ident: 10.1016/j.jebo.2021.07.037_bib0020
  article-title: Other-regarding behavior and motivation in health care provision: an experiment with medical and non-medical students
  publication-title: Social Sci. Med.
  doi: 10.1016/j.socscimed.2014.03.001
  contributor:
    fullname: Hennig-Schmidt
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Snippet We study physicians’ incentives to use personalised medicine techniques, replicating the physician’s trade-offs under the option of personalised medicine...
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elsevier
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SubjectTerms Capitation
Economics and Finance
Fee-forservice
Humanities and Social Sciences
Laboratory experiment
Pay-for-performance
Personalised medicine
Prospective physicians
Title Physicians’ incentives to adopt personalised medicine: Experimental evidence
URI https://dx.doi.org/10.1016/j.jebo.2021.07.037
https://amu.hal.science/hal-03420688
Volume 191
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