Diffusion and social networks : Revisiting Medical innovation with agents

In this paper, we reanalyze Medical Innovation, the classic study on diffusion of a new drug Tetracycline, by Coleman, Katz and Menzel (1966). Medical Innovation and the subsequent reanalyzes of the original data failed to capture the complexity of events involved in the diffusion process. In this paper, for the first time, we address this limitation by combining Agent-Based Modelling (ABM) and network analysis. Based on the findings of Coleman et. al. (1966) study, we develop a diffusion model, Gammanym, in which Doctors' adoption thresholds are decremented by information from their social and professional networks as well as pharmaceutical company supplying Tetracycline. The cumulative adoption curves are derived for three sets of initial conditions, based on which network topology and evolution of uptake are analyzed. Averaged over an ensemble of 100 runs, clustering coefficient and average shortest path length indicate that social networks depicted in Gammanym are random graphs. Evolution of uptake suggests that although the degree of external influence in terms of marketing strategies adopted by the pharmaceutical company does not have impact on the network structure, the speed of diffusion is largely determined by it.

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Main Authors: Ratna, Nazmun N., Dray, Anne, Perez, Pascal, Grafton, Quentin, Newth, David, Kompas, Tom
Format: conference_item biblioteca
Language:eng
Published: s.n.
Subjects:U10 - Informatique, mathématiques et statistiques, E50 - Sociologie rurale, diffusion de la recherche, adoption de l'innovation, produit nouveau, prise de décision, modèle de simulation, comportement humain, étude de cas, anthropologie sociale, médicament, http://aims.fao.org/aos/agrovoc/c_28664, http://aims.fao.org/aos/agrovoc/c_3878, http://aims.fao.org/aos/agrovoc/c_27804, http://aims.fao.org/aos/agrovoc/c_2147, http://aims.fao.org/aos/agrovoc/c_24242, http://aims.fao.org/aos/agrovoc/c_28698, http://aims.fao.org/aos/agrovoc/c_24392, http://aims.fao.org/aos/agrovoc/c_7128, http://aims.fao.org/aos/agrovoc/c_2395,
Online Access:http://agritrop.cirad.fr/543723/
http://agritrop.cirad.fr/543723/1/document_543723.pdf
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spelling dig-cirad-fr-5437232024-01-28T15:45:31Z http://agritrop.cirad.fr/543723/ http://agritrop.cirad.fr/543723/ Diffusion and social networks : Revisiting Medical innovation with agents. Ratna Nazmun N., Dray Anne, Perez Pascal, Grafton Quentin, Newth David, Kompas Tom. 2005. In : ESSA 2005, The third Annual Conference of the European social simulation association, Koblenz, Germany, September 5-9, 2005. s.l. : s.n., 213-222. Annual Conference of the European Social Simulation Association. 3, Koblenz, Allemagne, 5 Septembre 2005/9 Septembre 2005. Diffusion and social networks : Revisiting Medical innovation with agents Ratna, Nazmun N. Dray, Anne Perez, Pascal Grafton, Quentin Newth, David Kompas, Tom eng 2005 s.n. ESSA 2005, The third Annual Conference of the European social simulation association, Koblenz, Germany, September 5-9, 2005 U10 - Informatique, mathématiques et statistiques E50 - Sociologie rurale diffusion de la recherche adoption de l'innovation produit nouveau prise de décision modèle de simulation comportement humain étude de cas anthropologie sociale médicament http://aims.fao.org/aos/agrovoc/c_28664 http://aims.fao.org/aos/agrovoc/c_3878 http://aims.fao.org/aos/agrovoc/c_27804 http://aims.fao.org/aos/agrovoc/c_2147 http://aims.fao.org/aos/agrovoc/c_24242 http://aims.fao.org/aos/agrovoc/c_28698 http://aims.fao.org/aos/agrovoc/c_24392 http://aims.fao.org/aos/agrovoc/c_7128 http://aims.fao.org/aos/agrovoc/c_2395 In this paper, we reanalyze Medical Innovation, the classic study on diffusion of a new drug Tetracycline, by Coleman, Katz and Menzel (1966). Medical Innovation and the subsequent reanalyzes of the original data failed to capture the complexity of events involved in the diffusion process. In this paper, for the first time, we address this limitation by combining Agent-Based Modelling (ABM) and network analysis. Based on the findings of Coleman et. al. (1966) study, we develop a diffusion model, Gammanym, in which Doctors' adoption thresholds are decremented by information from their social and professional networks as well as pharmaceutical company supplying Tetracycline. The cumulative adoption curves are derived for three sets of initial conditions, based on which network topology and evolution of uptake are analyzed. Averaged over an ensemble of 100 runs, clustering coefficient and average shortest path length indicate that social networks depicted in Gammanym are random graphs. Evolution of uptake suggests that although the degree of external influence in terms of marketing strategies adopted by the pharmaceutical company does not have impact on the network structure, the speed of diffusion is largely determined by it. conference_item info:eu-repo/semantics/conferenceObject Conference info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/543723/1/document_543723.pdf application/pdf Cirad license info:eu-repo/semantics/openAccess https://agritrop.cirad.fr/mention_legale.html http://catalogue-bibliotheques.cirad.fr/cgi-bin/koha/opac-detail.pl?biblionumber=200070
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic U10 - Informatique, mathématiques et statistiques
E50 - Sociologie rurale
diffusion de la recherche
adoption de l'innovation
produit nouveau
prise de décision
modèle de simulation
comportement humain
étude de cas
anthropologie sociale
médicament
http://aims.fao.org/aos/agrovoc/c_28664
http://aims.fao.org/aos/agrovoc/c_3878
http://aims.fao.org/aos/agrovoc/c_27804
http://aims.fao.org/aos/agrovoc/c_2147
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_28698
http://aims.fao.org/aos/agrovoc/c_24392
http://aims.fao.org/aos/agrovoc/c_7128
http://aims.fao.org/aos/agrovoc/c_2395
U10 - Informatique, mathématiques et statistiques
E50 - Sociologie rurale
diffusion de la recherche
adoption de l'innovation
produit nouveau
prise de décision
modèle de simulation
comportement humain
étude de cas
anthropologie sociale
médicament
http://aims.fao.org/aos/agrovoc/c_28664
http://aims.fao.org/aos/agrovoc/c_3878
http://aims.fao.org/aos/agrovoc/c_27804
http://aims.fao.org/aos/agrovoc/c_2147
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_28698
http://aims.fao.org/aos/agrovoc/c_24392
http://aims.fao.org/aos/agrovoc/c_7128
http://aims.fao.org/aos/agrovoc/c_2395
spellingShingle U10 - Informatique, mathématiques et statistiques
E50 - Sociologie rurale
diffusion de la recherche
adoption de l'innovation
produit nouveau
prise de décision
modèle de simulation
comportement humain
étude de cas
anthropologie sociale
médicament
http://aims.fao.org/aos/agrovoc/c_28664
http://aims.fao.org/aos/agrovoc/c_3878
http://aims.fao.org/aos/agrovoc/c_27804
http://aims.fao.org/aos/agrovoc/c_2147
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_28698
http://aims.fao.org/aos/agrovoc/c_24392
http://aims.fao.org/aos/agrovoc/c_7128
http://aims.fao.org/aos/agrovoc/c_2395
U10 - Informatique, mathématiques et statistiques
E50 - Sociologie rurale
diffusion de la recherche
adoption de l'innovation
produit nouveau
prise de décision
modèle de simulation
comportement humain
étude de cas
anthropologie sociale
médicament
http://aims.fao.org/aos/agrovoc/c_28664
http://aims.fao.org/aos/agrovoc/c_3878
http://aims.fao.org/aos/agrovoc/c_27804
http://aims.fao.org/aos/agrovoc/c_2147
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_28698
http://aims.fao.org/aos/agrovoc/c_24392
http://aims.fao.org/aos/agrovoc/c_7128
http://aims.fao.org/aos/agrovoc/c_2395
Ratna, Nazmun N.
Dray, Anne
Perez, Pascal
Grafton, Quentin
Newth, David
Kompas, Tom
Diffusion and social networks : Revisiting Medical innovation with agents
description In this paper, we reanalyze Medical Innovation, the classic study on diffusion of a new drug Tetracycline, by Coleman, Katz and Menzel (1966). Medical Innovation and the subsequent reanalyzes of the original data failed to capture the complexity of events involved in the diffusion process. In this paper, for the first time, we address this limitation by combining Agent-Based Modelling (ABM) and network analysis. Based on the findings of Coleman et. al. (1966) study, we develop a diffusion model, Gammanym, in which Doctors' adoption thresholds are decremented by information from their social and professional networks as well as pharmaceutical company supplying Tetracycline. The cumulative adoption curves are derived for three sets of initial conditions, based on which network topology and evolution of uptake are analyzed. Averaged over an ensemble of 100 runs, clustering coefficient and average shortest path length indicate that social networks depicted in Gammanym are random graphs. Evolution of uptake suggests that although the degree of external influence in terms of marketing strategies adopted by the pharmaceutical company does not have impact on the network structure, the speed of diffusion is largely determined by it.
format conference_item
topic_facet U10 - Informatique, mathématiques et statistiques
E50 - Sociologie rurale
diffusion de la recherche
adoption de l'innovation
produit nouveau
prise de décision
modèle de simulation
comportement humain
étude de cas
anthropologie sociale
médicament
http://aims.fao.org/aos/agrovoc/c_28664
http://aims.fao.org/aos/agrovoc/c_3878
http://aims.fao.org/aos/agrovoc/c_27804
http://aims.fao.org/aos/agrovoc/c_2147
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_28698
http://aims.fao.org/aos/agrovoc/c_24392
http://aims.fao.org/aos/agrovoc/c_7128
http://aims.fao.org/aos/agrovoc/c_2395
author Ratna, Nazmun N.
Dray, Anne
Perez, Pascal
Grafton, Quentin
Newth, David
Kompas, Tom
author_facet Ratna, Nazmun N.
Dray, Anne
Perez, Pascal
Grafton, Quentin
Newth, David
Kompas, Tom
author_sort Ratna, Nazmun N.
title Diffusion and social networks : Revisiting Medical innovation with agents
title_short Diffusion and social networks : Revisiting Medical innovation with agents
title_full Diffusion and social networks : Revisiting Medical innovation with agents
title_fullStr Diffusion and social networks : Revisiting Medical innovation with agents
title_full_unstemmed Diffusion and social networks : Revisiting Medical innovation with agents
title_sort diffusion and social networks : revisiting medical innovation with agents
publisher s.n.
url http://agritrop.cirad.fr/543723/
http://agritrop.cirad.fr/543723/1/document_543723.pdf
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AT kompastom diffusionandsocialnetworksrevisitingmedicalinnovationwithagents
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