Tie Decay and Dissolution: Contentious Prescribing Practices in the Prescription Drug Epidemic

Published Online:https://doi.org/10.1287/orsc.2020.1412

References

  • Ahuja G , Soda G , Zaheer A (2012) The genesis and dynamics of organizational networks. Organ. Sci. 23(2):434–448.LinkGoogle Scholar
  • Ai C , Norton EC (2003) Interaction terms in logit and probit models. Econom. Lett. 80(1):123–129.CrossrefGoogle Scholar
  • Altman I , Taylor DA (1973) Social penetration: The development of interpersonal relationships. Social Penetration: The Development of Interpersonal Relationships (Holt, Rinehart & Winston, New York), viii.Google Scholar
  • Argyle M , Henderson M (1984) The rules of friendship. J. Soc. Personal Relationships 1(2):211–237.CrossrefGoogle Scholar
  • Ashforth BE , Anand V (2003) The normalization of corruption in organizations. Res. Organ. Behav. 25:1–52.CrossrefGoogle Scholar
  • Aven B , Morse L , Iorio A (2019) The valley of trust: The effect of relational strength on monitoring quality. Organ. Behav. Human Decision Processes , ePub ahead of print October 26, https://doi.org/10.1016/j.obhdp.2019.07.004.CrossrefGoogle Scholar
  • Azoulay P , Bonatti A , Krieger JL (2017) The career effects of scandal: Evidence from scientific retractions. Res. Policy 46(9):1552–1569.CrossrefGoogle Scholar
  • Bachhuber MA , Hennessy S , Cunningham CO , Starrels JL (2016) Increasing benzodiazepine prescriptions and overdose mortality in the United States, 1996–2013. Amer. J. Public Health 106(4):686–688.CrossrefGoogle Scholar
  • Barnett ML , Keating NL , Christakis NA , O’Malley AJ , Landon BE (2012) Reasons for choice of referral physician among primary care and specialist physicians. J. General Internal Medicine 27(5):506–512.CrossrefGoogle Scholar
  • Barnett ML , Landon BE , O’Malley AJ , Keating NL , Christakis NA (2011) Mapping physician networks with self-reported and administrative data: Mapping physician networks. Health Services Res. 46(5):1592–1609.CrossrefGoogle Scholar
  • Bell ST (2007) Deep-level composition variables as predictors of team performance: A meta-analysis. J. Appl. Psych. 92(3):595–615.CrossrefGoogle Scholar
  • Billioti de Gage S , Bégaud B , Bazin F , Verdoux H , Dartigues J-F , Pérès K , Kurth T , Pariente A (2012) Benzodiazepine use and risk of dementia: Prospective population based study. BMJ 345:e6231.CrossrefGoogle Scholar
  • Billioti de Gage S , Moride Y , Ducruet T , Kurth T , Verdoux H , Tournier M , Pariente A , Bégaud B (2014) Benzodiazepine use and risk of Alzheimer’s disease: Case-control study. BMJ 349:g5205.Google Scholar
  • Blau PM (1977) A macrosociological theory of social structure. Amer. J. Sociol. 83(1):26–54.CrossrefGoogle Scholar
  • Blumstein P , Kollock P (1988) Personal relationships. Annual Rev. Sociol. 14(1):467–490.CrossrefGoogle Scholar
  • Brady JE , Wunsch H , DiMaggio C , Lang BH , Giglio J , Li G (2014) Prescription drug monitoring and dispensing of prescription opioids. Public Health Rep. 129(2):139–147.CrossrefGoogle Scholar
  • Burt RS (2000) Decay functions. Soc. Networks 22(1):1–28.CrossrefGoogle Scholar
  • Burt RS (2002) Bridge decay. Soc. Networks 24(4):333–363.CrossrefGoogle Scholar
  • Cameron AC , Trivedi PK (2013) Regression Analysis of Count Data (Cambridge University Press, Cambridge, UK).Google Scholar
  • Cameron, AC , Gelbach JB , Miller DL (2011) Robust inference with multiway clustering. J. Bus. Econom. Statist. 29(2):238–249.CrossrefGoogle Scholar
  • Centers for Disease Control and Prevention (2011) Doctor shopping laws. Report, Public Health Law Program, Centers for Disease Control and Prevention, Atlanta.Google Scholar
  • Cepeda MS , Fife D , Yuan Y , Mastrogiovanni G (2013a) Distance traveled and frequency of interstate opioid dispensing in opioid shoppers and nonshoppers. J. Pain 14(10):1158–1161.CrossrefGoogle Scholar
  • Cepeda MS , Fife D , Chow W , Mastrogiovanni G , Henderson SC (2012) Assessing opioid shopping behaviour: A large cohort study from a medication dispensing database in the US. Drug Safety 35(4):325–334.CrossrefGoogle Scholar
  • Cepeda MS , Fife D , Chow W , Mastrogiovanni G , Henerson SC (2013b) Opioid shopping behavior: How often, how soon, which drugs, and what payment method. J. Clinical Pharmacol. 53(1):112–117.CrossrefGoogle Scholar
  • Chan TY , Chen Y , Pierce L , Snow D (2019) Peer effects in worker misconduct: Evidence from theft in a thousand restaurants. Working paper, Washington University in St. Louis, St. Louis.Google Scholar
  • Chan TY , Chen Y , Pierce L , Snow D (2020) The influence of peers in worker misconduct: Evidence from restaurant theft. Manufacturing Service Oper. Management , ePub ahead of print April 7, https://doi.org/10.1287/msom.2019.0848.Google Scholar
  • Chen Z , Berger J (2013) When, why, and how controversy causes conversation. J. Consumer Res. 40(3):580–593.CrossrefGoogle Scholar
  • Cook JM , Biyanova T , Thompson R , Coyne JC (2007) Older primary care patients’ willingness to consider discontinuation of chronic benzodiazepines. General Hospital Psychiatry 29(5):396–401.CrossrefGoogle Scholar
  • Coombs RH (1966) Value consensus and partner satisfaction among dating couples. J. Marriage Family 28(2):166–173.CrossrefGoogle Scholar
  • Correia S (2017) Linear models with high-dimensional fixed effects: An efficient and feasible estimator. Working paper, Duke University, Durham, NC.Google Scholar
  • Dahlander L , McFarland DA (2013) Ties that last. Admin. Sci. Quart. 58(1):69–110.CrossrefGoogle Scholar
  • DeLay D , Laursen B , Kiuru N , Salmela-Aro K , Nurmi J-E (2013) Selecting and retaining friends on the basis of cigarette smoking similarity. J. Res. Adolescence 23(3):464–473.CrossrefGoogle Scholar
  • DesRoches CM , Rao SR , Fromson JA , Birnbaum RJ , Iezzoni L , Vogeli C , Campbell EG (2010) Physicians’ perceptions, preparedness for reporting, and experiences related to impaired and incompetent colleagues. J. Amer. Medical Assoc . 304(2):187–193.CrossrefGoogle Scholar
  • Donohue JM , Guclu H , Gellad WF , Chang C-CH , Huskamp HA , Choudhry NK , Zhang R , et al. (2018) Influence of peer networks on physician adoption of new drugs. PLOS One 13(10):e0204826.CrossrefGoogle Scholar
  • Duck S (2007) Human Relationships, 4th ed. (Sage, London).Google Scholar
  • DuGoff EH , Cho J , Si Y , Pollack CE (2018a) Geographic variations in physician relationships over time: Implications for care coordination. Medical Care Res. Rev. 75(5):586–611.CrossrefGoogle Scholar
  • DuGoff EH , Fernandes-Taylor S , Weissman GE , Huntley JH , Pollack CE (2018b) A scoping review of patient-sharing network studies using administrative data. Translational Behav. Medicine 8(4):598–625.CrossrefGoogle Scholar
  • Feiler DC , Kleinbaum AM (2015) Popularity, similarity, and the network extraversion bias. Psych. Sci. 26(5):593–603.CrossrefGoogle Scholar
  • Fenton MC , Keyes KM , Martins SS , Hasin DS (2010) The role of a prescription in anxiety medication use, abuse, and dependence. Amer. J. Psychiatry 167(10):1247–1253.CrossrefGoogle Scholar
  • Festinger L , Back KW , Schachter S (1963) Social Pressures in Informal Groups: A Study of Human Factors in Housing (Tavistock, London).Google Scholar
  • Granovetter MS (1973) The strength of weak ties. Amer. J. Sociol. 78(6):1360–1380.CrossrefGoogle Scholar
  • Haegerich TM , Paulozzi LJ , Manns BJ , Jones CM (2014) What we know, and don’t know, about the impact of state policy and systems-level interventions on prescription drug overdose. Drug Alcohol Dependence 145:34–47.CrossrefGoogle Scholar
  • Hallinan MT , Williams RA (1989) Interracial friendship choices in secondary schools. Amer. Sociol. Rev. 54(1):67–78.CrossrefGoogle Scholar
  • Hussinger K , Pellens M (2019) Guilt by association: How scientific misconduct harms prior collaborators. Res. Policy 48(2):516–530.CrossrefGoogle Scholar
  • Ibarra H (2006) Homophily and differential returns: Sex differences in network structure and access in an advertising firm. Admin. Sci. Quart. 37(3):422–447.CrossrefGoogle Scholar
  • Jonczyk CD , Lee YG , Galunic CD , Bensaou BM (2016) Relational changes during role transitions: The interplay of efficiency and cohesion. Acad. Management J. 59(3):956–982.CrossrefGoogle Scholar
  • Kaiser Foundation (2014) Benzodiazepine and Z-drug safety guideline. Report, Kaiser Foundation Health Plan of Washington, Oakland, CA.Google Scholar
  • Keating NL , Ayanian JZ , Cleary PD , Marsden PV (2007) Factors affecting influential discussions among physicians: A social network analysis of a primary care practice. J. General Internal Medicine 22(6):794–798.CrossrefGoogle Scholar
  • Keller M (1952) Social pressures in informal groups: A study of human factors in housing. Milbank Memorial Fund Quart . 30(4):384–387.CrossrefGoogle Scholar
  • Kennedy PE (1995) Randomization tests in econometrics. J. Bus. Econom. Statist. 13(1):85–94.Google Scholar
  • King G , Zeng L (2001) Logistic regression in rare events data. Political Anal. 9(2):137–163.CrossrefGoogle Scholar
  • Kleinbaum AM (2018) Reorganization and tie decay choices. Management Sci. 64(5):2219–2237.LinkGoogle Scholar
  • Kleinbaum AM , Stuart TE , Tushman ML (2013) Discretion within constraint: Homophily and structure in a formal organization. Organ. Sci. 24(5):1316–1336.LinkGoogle Scholar
  • Kossinets G , Watts DJ (2006) Empirical analysis of an evolving social network. Science 311(5757):88–90.CrossrefGoogle Scholar
  • Kossinets G , Watts DJ (2009) Origins of homophily in an evolving social network. Amer. J. Sociol. 115(2):405–450.CrossrefGoogle Scholar
  • Krackhardt D (1999) The ties that torture: Simmelian tie analysis in organizations . Research in the Sociology of Organizations, vol. 16 (JAI Press, Greenwich, CT), 183–210.Google Scholar
  • Landon BE , Keating NL , Barnett ML , Onnela J-P , Paul S , O’Malley AJ , Keegan T , Christakis NA (2012) Variation in patient-sharing networks of physicians across the United States. J. Amer. Medical Assoc. 308(3):265–273.CrossrefGoogle Scholar
  • Lazarsfeld PF , Merton RK (1954) Friendship as a social process: A substantive and methodological analysis. Berger M , Abel T , Page CH , eds. Freedom and Control in Modern Society (Van Nostrand, New York), 18–66.Google Scholar
  • Levin DZ , Walter J , Murnighan JK (2011) Dormant ties: The value of reconnecting. Organ. Sci. 22(4):923–939.LinkGoogle Scholar
  • Lewis K (2015) How networks form: Homophily, opportunity, and balance. Scott RA , Kosslyn SM , Buchmann M , eds. Emerging Trends in the Social and Behavioral Sciences (John Wiley & Sons, Hoboken, NJ), 1–14.CrossrefGoogle Scholar
  • Lindelauf R , Borm P , Hamers H (2009) The influence of secrecy on the communication structure of covert networks. Soc. Networks 31(2):126–137.CrossrefGoogle Scholar
  • Lindgren K-O (2010) Dyadic regression in the presence of heteroscedasticity—An assessment of alternative approaches. Soc. Networks 32(4):279–289.CrossrefGoogle Scholar
  • Maine Benzodiazepines Study Group (2008) Guidelines For the Use of Benzodiazepines in Office Practice in the State of Maine. Report, Maine Benzodiazepine Study Group, University of Maine Center on Aging, Bangor, ME.Google Scholar
  • Martin JL , Yeung KT (2006) Persistence of close personal ties over a 12-year period. Soc. Networks 28(4):331–362.Google Scholar
  • Maxfield D , Grenny J , Mcmillan R , Patterson K , Switzler A (2005) Silence kills: The seven crucial conversations in healthcare. Report, American Association of Critical-Care Nurses, Aliso Viejo, CA.Google Scholar
  • McPherson M , Smith-Lovin L , Cook JM (2001) Birds of a feather: Homophily in social networks. Annual Rev. Sociol. 27:415–444.CrossrefGoogle Scholar
  • Mohliver A (2019) How misconduct spreads: Auditors’ role in the diffusion of stock-option backdating. Admin. Sci. Quart. 64(2):310–336.CrossrefGoogle Scholar
  • Morton TL , Douglas MA (1981) Growth of relationships. Duck S, Gilmour R, eds. Personal Relationships 2: Developing Personal Relationships (Academic Press, New York), 3–26.Google Scholar
  • Nash R , Bouchard M , Malm A (2013) Investing in people: The role of social networks in the diffusion of a large-scale fraud. Soc. Networks 35(4):686–698.CrossrefGoogle Scholar
  • New York City Department of Health and Mental Hygiene (2016) Judicious prescribing of benzodiazepines. City Health Inform. 35(2):13–20.Google Scholar
  • Olfson M , King M , Schoenbaum M (2015) Benzodiazepine use in the United States. J. Amer. Medical Assoc. Psychiatry 72(2):136–142.Google Scholar
  • Ong M-S , Olson KL , Chadwick L , Liu C , Mandl KD (2017) The impact of provider networks on the co-prescriptions of interacting drugs: A claims-based analysis. Drug Safety 40(3):263–272.CrossrefGoogle Scholar
  • Onnela J-P , O’Malley AJ , Keating NL , Landon BE (2018) Comparison of physician networks constructed from thresholded ties versus shared clinical episodes. Appl. Network Sci. 3(1):Article 28.CrossrefGoogle Scholar
  • Palmer D , Moore C (2016) Social networks and organizational wrongdoing in context. Palmer D , Smith-Crowe K , Greenwood R , eds. Organizational Wrongdoing: Key Perspectives and New Directions (Cambridge University Press, Cambridge, UK), 203–234.CrossrefGoogle Scholar
  • Paul S , Keating NL , Landon BE , James O’Malley AJ (2014) Results from using a new dyadic-dependence model to analyze sociocentric physician networks. Soc. Sci. Medicine 117(September):67–75.CrossrefGoogle Scholar
  • Paulozzi LJ , Kilbourne EM , Desai HA (2011) Prescription drug monitoring programs and death rates from drug overdose. Pain Medicine 12(5):747–754.CrossrefGoogle Scholar
  • Paulozzi LJ , Mack KA , Hockenberry JM (2016) Vital signs: Variation among states in prescribing of opioid pain relievers and benzodiazepines—United States, 2012. Morbidity Mortality Weekly Rep. 63(26):563–568.Google Scholar
  • Pollack CE , Weissman GE , Lemke KW , Hussey PS , Weiner JP (2013) Patient sharing among physicians and costs of care: A network analytic approach to care coordination using claims data. J. General Internal Medicine 28(3):459–465.CrossrefGoogle Scholar
  • Pollack E , Craig HW , Bekelman JE , Weissman G , Epstein AJ , Liao K , DuGoff EH , Armstrong K (2014) Physician social networks and variation in rates of complications after radical prostatectomy. Value Health 17(5):611–618.CrossrefGoogle Scholar
  • Pollack CE , Soulos PR , Herrin J , Xu X , Christakis NA , Forman HP , Yu JB , Killelea BK , Shi YW , Gross CP (2017) The impact of social contagion on physician adoption of advanced imaging tests in breast cancer. J. Natl. Cancer Inst. 109(8):djw330.CrossrefGoogle Scholar
  • Popielarz PA , McPherson JM (1995) On the edge or in between: Niche position, niche overlap, and the duration of voluntary association memberships. Amer. J. Sociol. 101(3):698–720.CrossrefGoogle Scholar
  • Raeder T , Lizardo O , Hachen D , Chawla NV (2011) Predictors of short-term decay of cell phone contacts in a large scale communication network. Soc. Networks 33(4):245–257.CrossrefGoogle Scholar
  • Rosenbaum ME (1986) The repulsion hypothesis: On the nondevelopment of relationships. J. Personality Soc. Psych. 51(6):1156–1166.CrossrefGoogle Scholar
  • Ross-Degnan, Dennis , Linda Simoni-Wastila , Jeffrey S. Brown , Xiaoming Gao , Connie Mah , Leon E. Cosler , Thomas Fanning , et al. . (2004) A controlled study of the effects of state surveillance on indicators of problematic and non-problematic benzodiazepine use in a Medicaid population. Internat. J. Psychiatry Med. 34(2):103–123.CrossrefGoogle Scholar
  • Russell LB , Teutsch SM , Kumar R , Dey A , Milan E (2001) preventable smoking and exercise-related hospital admissions: A model based on the NHEFS. Amer. J. Preventive Medicine 20(1):26–34.CrossrefGoogle Scholar
  • Sasovova Z , Mehra A , Borgatti SP , Schippers MC (2010) Network churn: The effects of self-monitoring personality on brokerage dynamics. Admin. Sci. Quart. 55(4):639–670.CrossrefGoogle Scholar
  • Shipilov AV , Rowley TJ , Aharonson BS (2006) When do networks matter? A study of tie formation and decay. Baum JAC , Dobrev SD , Van Witteloostuijn A , eds. Ecology and Strategy , Advances in Strategic Management, vol. 23 (Emerald Group Publishing, Bingley, UK), 481–519.CrossrefGoogle Scholar
  • Simmel G (1906) The sociology of secrecy and of secret societies. Amer. J. Sociol. 11(4):441–498.CrossrefGoogle Scholar
  • Sirdifield C , Anthierens S , Creupelandt H , Chipchase SY , Christiaens T , Siriwardena AN (2013) General practitioners’ experiences and perceptions of benzodiazepine prescribing: Systematic review and meta-synthesis. BMC Family Practice 14(1):Article 191.CrossrefGoogle Scholar
  • Sorenson O , Waguespack DM (2006) Social structure and exchange: Self-confirming dynamics in Hollywood. Admin. Sci. Quart. 51(4):560–589.CrossrefGoogle Scholar
  • Stroebe W , Postmes T , Spears R (2012) Scientific misconduct and the myth of self-correction in science. Perspect. Psych. Sci. 7(6):670–688.Google Scholar
  • Tuma NB , Hallinan MT (1979) The effects of sex, race, and achievement on schoolchildren’s friendships. Soc. Forces 57(4):1265–1285.CrossrefGoogle Scholar
  • Vaughan D (1996) The Challenger Launch Decision: Risky Technology, Culture, and Deviance at NASA (University of Chicago Press, Chicago).Google Scholar
  • Verbrugge LM (1977) The structure of adult friendship choices. Soc. Forces 56(2):576–597.CrossrefGoogle Scholar
  • Wagner AK , Zhang F , Soumerai SB , Walker AM , Gurwitz JH , Glynn RJ , Ross-Degnan D (2004) Benzodiazepine use and hip fractures in the elderly. Arch. Internal Medicine 164(14):1567–1572.CrossrefGoogle Scholar
  • Wick JY (2013) The history of benzodiazepines. Consultant Pharmacist 28(9):538–548.CrossrefGoogle Scholar
  • Wooldridge JM (2002) Econometric Analysis of Cross Section and Panel Data , 1st ed. (MIT Press, Cambridge, MA).Google Scholar
  • Yang Z , Wilsey B , Bohm M , Weyrich M , Roy K , Ritley D , Jones C , Melnikow J (2015) Defining risk of prescription opioid overdose: Pharmacy shopping and overlapping prescriptions among long-term opioid users in Medicaid. J. Pain 16(5):445–453.CrossrefGoogle Scholar
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