Advanced visualizations to interpret prescription drug monitoring program information

Appriss Health, 2019 Becker, 2017, Multiple sources of prescription payment and risky opioid therapy among veterans, Med. Care, 55, S33, 10.1097/MLR.0000000000000722 Centers for Disease Control and Prevention (CDC), 2019 Deyo, 2014, Leading a horse to water: facilitating registration and use of a prescription drug monitoring program, Clin. J. Pain, 31, 782, 10.1097/AJP.0000000000000180 Fink, 2018, Association between prescription drug monitoring programs and nonfatal and fatal drug overdoses: a systematic review, Ann. Intern. Med., 168, 783, 10.7326/M17-3074 Grecu, 2019, Mandatory access prescription drug monitoring programs and prescription drug abuse, J. Policy Anal. Manage., 38, 181, 10.1002/pam.22098 Haffajee, 2015, Mandatory use of prescription drug monitoring programs, JAMA, 313, 891, 10.1001/jama.2014.18514 Haffajee, 2018, Four states with robust prescription drug monitoring programs reduced opioid dosages, Health Aff. (Millwood), 37, 964, 10.1377/hlthaff.2017.1321 Hoppe, 2015, Emergency physician interpretation of prescription drug monitoring program profiles, Acad. Emerg. Med., 22, S16 Huizenga Irvine, 2014, Who uses a prescription drug monitoring program and how? Insights from a statewide survey of Oregon clinicians, J. Pain, 15, 747, 10.1016/j.jpain.2014.04.003 IQVIA Institute for Human Data Science Larochelle, 2016, Opioid prescribing after nonfatal overdose and association with repeated overdose: a cohort study, Ann. Intern. Med., 164, 1, 10.7326/M15-0038 Leichtling, 2019, Physician responses to enhanced prescription drug monitoring program profiles, Pain Med. Manasco, 2016, Characteristics of state prescription drug monitoring programs: a state-by-state survey, Pharmacoepidemiol. Drug Saf., 25, 847, 10.1002/pds.4003 Poon, 2016, Usability of the Massachusetts prescription drug monitoring program in the emergency department: a mixed-methods study, Acad. Emerg. Med., 23, 406, 10.1111/acem.12905 Rasubala, 2015, Impact of a mandatory prescription drug monitoring program on prescription of opioid analgesics by dentists, PLoS One, 10, 10.1371/journal.pone.0135957 Rutkow, 2015, Most primary care physicians are aware of prescription drug monitoring programs, but many find the data difficult to access, Health Aff. (Millwood), 34, 484, 10.1377/hlthaff.2014.1085 Sacco Seth, 2018, Overdose deaths involving opioids, cocaine, and psychostimulants - United States, 2015-2016, MMWR Morb. Mortal. Wkly. Rep., 30, 349, 10.15585/mmwr.mm6712a1 Shearer, 2000, The CRISP-DM model: the new blueprint for data mining, J. Data Warehouse, 5, 13 Shev, 2018, Prescription drug monitoring program: registration and use by prescribers and pharmacists before and after legal mandatory registration, California, 2010-2017, Am. J. Public Health, 108, 1669, 10.2105/AJPH.2018.304704 Suffoletto, 2018, The effect of a statewide mandatory prescription drug monitoring program on opioid prescribing by emergency medicine providers across 15 hospitals in a single health system, J. Pain, 19, 430, 10.1016/j.jpain.2017.11.010 Sun, 2018, Variations in prescription drug monitoring program use by prescriber specialty, J. Subst. Abuse Treat., 94, 35, 10.1016/j.jsat.2018.08.006 Tripathi Williams, 2018, Prescription drug monitoring programs: relationships among program awareness, use, and state mandates, J. Pain Palliat. Care Pharmacother., 10, 1 Winstanley, 2018, Mandatory review of a prescription drug monitoring program and impact on opioid and benzodiazepine dispensing, Drug Alcohol Depend., 188, 169, 10.1016/j.drugalcdep.2018.03.036 Wisconsin.gov