tamblyn et al found the rate of prescriptions filled to be only 68.7%.2 the behavior of not filling a prescription is known as primary medication nonadherence .
the focus of this paper is measuring the rate of primary adherence for the system of automated dispensing technology , provided by instymeds corporation , in the outpatient setting .
the world health organization defines medication adherence as  the degree to which the person s behavior corresponds with the agreed recommendations from a healthcare provider.3 however , many of the studies on adherence lack commonality in terms of how adherence is measured .
solomon and majumdar view adherence as a broad process that begins with the receipt of the medication , continues with correct usage , and repeats with refills , if necessary.4 the focus of this paper is on primary medication adherence in the emergency department ( ed ) or other outpatient setting .
the definition of primary adherence that will be used here is similar to other research published on the subject : a prescription written by a provider , dispensed to a patient.1,2 researchers have been studying adherence for decades .
dimatteo performed a meta - analysis on studies between 1948 and 1998 to measure long - term trends , finding that rates have not changed in the intervening years.5 the long period of study accentuates that this is a multifaceted challenge . in the ed ,
writes yamamoto , 
  access to quality emergency care should be available to all , including access to the essential components of aftercare .
access to quality emergency care should be available to all , including access to the essential components of aftercare .
failing to provide access to appropriate medications compromises the emergency care safety net.6 the best practice of providing access to medications remains most elusive in rural america . in many parts of the usa , patients drive distances exceeding 10 miles to get to a retail pharmacy.7 for these individuals , filling their first outpatient prescription can be a major challenge .
bissonnette et al found that pharmacy density in oregon affected the rate of hospital admissions , with higher density areas having fewer readmissions.8 the primary medication nonadherence is not unique to rural america . even in regions with higher population density ,
typical retail pharmacies for instance tend to operate 12 hours a day between 8 am and 8 pm , which leaves a large service gap of 12 hours .
patients falling outside these service hours are expected to go home , wait , and get their medication later .
rittner and kirk analyzed survey data of low - income elderly individuals , finding they rely heavily on public transportation .
each additional destination reduces the chance of receiving healthcare.9 another at - risk group are patients with mental illness .
cramer and rosenheck reviewed research on medication compliance in psychiatric treatment between 1975 and 1996 finding that patients with overlapping physical and psychiatric disorders were at very high risk for nonadherence.10 these are some of the factors contributing to the previously mentioned findings of fischer et al that primary nonadherence in massachusetts was almost 29%.1 reduced adherence carries high economic costs .
the ims institute for healthcare informatics calculates that improving medication adherence would eliminate at least $ 105 billion in avoidable healthcare costs in the usa.11 poor outcomes from nonadherence can impact other economic factors , such as employee productivity . in a study of 10 employers with a total of 51,648 employee respondents ,
loeppke et al found that health - related productivity losses are estimated to be 2.3 times higher than direct healthcare costs.12 although these two studies are not specific to outpatient primary adherence , they do demonstrate the magnitude of the problem .
the goal of this study is to measure the rate of primary adherence for the automated dispensers installed by instymeds corporation in the ed outpatient setting.13 instymeds was founded in 1999 with the goal of providing medications to patients at the point of care .
the system falls under the branch of physician / practitioner dispensing , which differs from the more well - known pharmacist dispensing model . in a practitioner dispensing model , it is the practitioner s responsibility to perform the duties that are required of a pharmacist , such as patient counseling and drug  drug interaction checking.14 proponents of physician dispensing cite better convenience , lower costs , higher adherence , and more information for patients.15 criticism of physician dispensing has been that some practitioners profit from the markup on dispensed medications.16 practitioner dispensing often involves multiple back - end obligations , such as inventory management , billing , regulatory reporting , purchasing repackaged wholesale medicine , labeling , and of course , dispensing.16 instymeds automates these operations .
practitioners offer patients the choice of a retail pharmacy or instymeds . if a patient chooses instymeds , they receive a printed document with not only medication information but also a code for retrieving their prescription .
a phone on the side of the dispenser allows for immediate connection to a 24-hour call center that can troubleshoot many issues .
the practitioner has access to a cloud - connected interface to track whether patients obtained their medication along with other dispensing analytics . physician / practitioner dispensing regulations vary by state .
instymeds , therefore , abides by the rules of the state in which the dispenser is located .
patient counseling is facilitated by the patient drug education information , which is printed with each medication order voucher from the automated dispensing software .
drug  drug interactions are also automatically detected by the practitioner s e - prescribing software , which is programmed to flag any potential interactions .
the company owns several safety and design patents on its products.17 a 2013 study by flynn tested instymeds dispensers at 41 locations in 12 states , for 1,001 total prescriptions dispensed .
no dispensing errors of any type were detected.18 this study measures the rate of primary adherence using automated dispensing in the outpatient ed setting with instymeds installations . to accomplish this goal , the instymeds database of millions of prescriptions dispensed is used to collect and analyze data
the goal of this study is to measure the rate of primary adherence for the automated dispensers installed by instymeds corporation in the ed outpatient setting.13 instymeds was founded in 1999 with the goal of providing medications to patients at the point of care .
the system falls under the branch of physician / practitioner dispensing , which differs from the more well - known pharmacist dispensing model . in a practitioner dispensing model , it is the practitioner s responsibility to perform the duties that are required of a pharmacist , such as patient counseling and drug  drug interaction checking.14 proponents of physician dispensing cite better convenience , lower costs , higher adherence , and more information for patients.15 criticism of physician dispensing has been that some practitioners profit from the markup on dispensed medications.16 practitioner dispensing often involves multiple back - end obligations , such as inventory management , billing , regulatory reporting , purchasing repackaged wholesale medicine , labeling , and of course , dispensing.16 instymeds automates these operations .
practitioners offer patients the choice of a retail pharmacy or instymeds . if a patient chooses instymeds , they receive a printed document with not only medication information but also a code for retrieving their prescription .
a phone on the side of the dispenser allows for immediate connection to a 24-hour call center that can troubleshoot many issues .
the practitioner has access to a cloud - connected interface to track whether patients obtained their medication along with other dispensing analytics . physician / practitioner dispensing regulations vary by state .
instymeds , therefore , abides by the rules of the state in which the dispenser is located .
patient counseling is facilitated by the patient drug education information , which is printed with each medication order voucher from the automated dispensing software .
drug interactions are also automatically detected by the practitioner s e - prescribing software , which is programmed to flag any potential interactions .
the company owns several safety and design patents on its products.17 a 2013 study by flynn tested instymeds dispensers at 41 locations in 12 states , for 1,001 total prescriptions dispensed .
no dispensing errors of any type were detected.18 this study measures the rate of primary adherence using automated dispensing in the outpatient ed setting with instymeds installations . to accomplish this goal ,
the instymeds database of millions of prescriptions dispensed is used to collect and analyze data .
queries were run on the instymeds database to yield the following outputs : 
 grand total of medications successfully dispensed from the start of database tracking from april 10 , 2001 through june 3 , 2016 at 19:15 gmt.total ed prescriptions voided from april 10 , 2001 through june 3 , 2016 at 19:15 gmt.total ed successful dispenses beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt.total ed prescriptions auto - voided and 48-hour voided beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt.total ed successful dispenses and auto - voids beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt at the facility with the highest ratio of successful to voided prescriptions .
grand total of medications successfully dispensed from the start of database tracking from april 10 , 2001 through june 3 , 2016 at 19:15 gmt .
total ed prescriptions voided from april 10 , 2001 through june 3 , 2016 at 19:15 gmt .
total ed successful dispenses beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt .
total ed prescriptions auto - voided and 48-hour voided beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt .
total ed successful dispenses and auto - voids beginning july 22 , 2011 through june 3 , 2016 at 19:15 gmt at the facility with the highest ratio of successful to voided prescriptions . when database utilization began in 2001 , instymeds had three attributes applicable to adherence that were being tracked :  successfully dispensed 
prescriptions that were  changed to retail  were being sent to traditional retail pharmacies , instead of instymeds .
voided prescriptions were those that were cancelled for any reason , including when there were issues in processing insurance , when a facility was doing test dispenses , or when a patient failed to get the medication within 48 hours .
initially , the database did not specify the details of the void being used . that is to say
, there was no way to tell the reason for the void that was recorded in the database .
this paper s working definition of primary medication adherence is a prescription written by a provider , dispensed to a patient .
the rate of primary adherence , then , is found by taking successful dispenses divided by applicable written prescriptions .
non - applicable written prescriptions include : 
 when a patient elects to change their prescription to retail.voids due to facility test dispenses.voids due to insurance problems ( subsequently handled on a custom basis by involving the practitioner ) . when a patient elects to change their prescription to retail .
voids due to facility test dispenses . voids due to insurance problems ( subsequently handled on a custom basis by involving the practitioner ) .
starting july 22 , 2011 , instymeds began tracking the reason for voided medications , including auto - voiding .
an auto - void occurs when a patient does not dispense their prescription within 48 hours of the prescription being written .
the rate of primary medication adherence can , therefore , be calculated as : 
 successful  dispensessuccessful  dispenses+auto - voids another query is run to find the facility with the highest rate of primary medication adherence .
this is to establish what the potential upper range is for facilities utilizing automated dispensing .
their rate of primary medication adherence in the ed , based on a sample size of 1,493,869 , is 91.7% .
however , the facility with the highest rate of primary medication adherence is over 98.5% , with sample size > 36,000 individuals .
describing the varieties of automated dispensers in 2001 , murray writes ,  they are drug storage devices or cabinets that electronically dispense medications in a controlled fashion and track medication use.19 almost all of the devices are not patient facing , instead they assist nurses and pharmacists.20 instymeds differs from other automated dispensers for three reasons .
1 ) it falls under the branch of physician dispensing , a completely different set of laws and regulations from pharmacist dispensing .
3 ) the patient and dispenser interface directly . several types of automated dispensers have features similar to instymeds . the asteres scriptcenter mx kiosk , for instance , automates the task of payment and pickup for the patient , but pharmacists fill and check each prescription .
scriptcenter mx operates under the pharmacist dispensing model and has not published any findings on rates of primary adherence.21 the medvantx medstart cabinet is an automated dispenser that interfaces only with the physician , who then hands the medication to the patient .
 92% reduction in the number of patients who  never get their prescription.22 finally , medavail technologies medcenter offers an automated dispenser with services and features similar to those of instymeds .
the company is running pilot programs in the usa and canada , in which they claim improved primary drug adherence ; however , the rates have not been published.23 the reason there is an absence of published research on rates of primary adherence with physician dispensing may be due to the fact that , when a physician manually dispenses directly to the patient , the primary adherence is automatically 100% . the previously cited rates of primary adherence suggest that ~30% of patients do not receive their medication in the outpatient setting when sent to a retail pharmacy.1,2 this study , however , focuses on the outpatient ed population .
that raises the question of whether patients experiencing acute medical problems will have a higher primary adherence than typical outpatients ? in a study around patients with recent heart attacks , jackevicius et al found that ~25% of patients who suffered an acute myocardial infarction had not filled their prescriptions by 7 days post discharge.24 tamblyn et al found that the odds of adherence were affected by the types of medication , age , copay , and the number of physician visits.2 these studies suggest that while rates of primary adherence do have variance , the outpatient population is universally challenged by nonadherence .
another point of discussion is in understanding the difference between the average primary adherence of 91.7% and the maximum of 98.5%
when physicians have familiarity with the instymeds automated dispenser , they can more persuasively convince their patients to obtain their medications .
as patients have multiple exposures to the concept of automated dispensing , they become more familiar and comfortable with the device . in patient polling ,
having positive experiences with the technology means long - term adoption and higher rates of primary adherence .
practitioners seeking to improve the primary medication adherence of their patients , until recently , had to either build an on - site pharmacy or absorb numerous back - end obligations of physician dispensing .
these include inventory management , billing , regulatory reporting , purchasing repackaged wholesale medicine , labeling , and dispensing .
instymeds is a unique solution as it automates these many obligations for the provider , while maintaining a high rate of adherence .
this study found that instymeds ed installations have an average primary adherence rate of 91.7% with an upper level at 98.5% . improved adherence over the national rate should lead to better patient outcomes , fewer return visits , and lower healthcare costs .
future research could seek to elucidate what factors enable some installations to have almost complete primary adherence with their instymeds dispensers .
 backgroundphysician dispensing , different from pharmacist dispensing , is a way for practitioners to supply their patients with medications , at the point of care . 
 the instymeds dispenser and logistics system can automate much of the dispensing , insurance adjudication , inventory management , and regulatory reporting that is required of physician dispensing.objectiveto understand the percentage of patients that exhibit primary adherence to medication in the outpatient setting when choosing instymeds.methodthe instymeds dispensing database was de - identified and analyzed for primary adherence . 
 this is the ratio of patients who dispensed their medication to those who received an eligible prescription.resultsthe average instymeds emergency department installation has a primary adherence rate of 91.7% . 
 the maximum rate for an installed device was 98.5%.conclusionalthough national rates of primary adherence have been found to be in the range of 70% , automated physician dispensing vastly improves the rate of adherence . improved adherence should lead to better patient outcomes , fewer return visits , and lower healthcare costs . 
Background
InstyMeds background
Materials and methods
Results
Discussion
Conclusion