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Smart Dosing: A mobile application for tracking the medication tray-filling and dispensation processes in hospital wards 
NaumanKhan, Natalia DíazRodríguez,Ivan Porresand Johan Lilius(ÅboAkademiUniv., Finland) 
RiittaDanielsson-Ojala, Hanna Pirinen, LottaKauhanenand SannaSalanterä(University of Turku, Finland) 
SebuBjörklund, Joachim Majors and KimmoRautanen 
(MediaCityContent Testing Lab., Finland) 
TapioSalakoski, IlonaTuominen(University of Turku, Finland) 
6th International Workshop on Intelligent Environments Supporting Healthcare and Well-being WISHWell'14 within Ambient Intelligence (AmI'14), Eindhoven, The Netherlands. 11/11/14
Contents 
•Introduction 
•Problem: Medication dispensation in hospital wards 
•Pilot test: field work at hospital wards 
•Eye-tracking, stress response 
•Medication dispensing process evaluation 
•Building Smart Dosingtablet application 
•UI usability evaluation 
•Conclusions and Future Work
Introduction 
•Medication dispensation in hospital wards today: 
•Painstaking, tedious and meticulous work 
•Mistake-prone, time-consuming 
•DB non centralized: find equivalent medications, correspondences, secondary effects, etc. 
•Mainly manually 
•IT can help! 
Pilot test observing nurses daily tasks in 
2 university hospital wards in Finland: 
•Cancer patients (21 beds and 14 
nurses) 
•Plastic surgery ward (16 beds and 12 
nurses)
•Hospital medical errors (Finland): Up to 1700 lives claimed yearly. Medicine dispensing related-tasks: major cause 
•Last years, 340,000 (medical errors and patient safety) incidents in hospital districts 
•Many manual and computerized tasks -> can lead to potential oversights and errors. 
Motivation
Use pilot test findings [1] to implement a tablet application that: 
a.Saves time 
b.Reduces proneness to errors 
c.Reduces the nurses’ stress 
[1]NataliaDíazRodríguez,JohanLilius,RiittaDanielsson-Ojala,HannaPirinen, LottaKauhanen,SannaSalanterä,JoachimMajors,SebuBjörlund,KimmoRautanen,TapioSalakoski,IlonaTuominen,CanITHealth-CareApplicationsImprovetheMedicationTray-FillingProcessAtHospitalWards?AnExploratoryStudyUsingEye-TrackingandStressResponse.In:AugustoVenâncioNeto,JoséNeumandeSouza(Eds.),16thIEEEInternationalConferenceonE-healthNetworking,Application&Services(HealthCom),Brazil,347–352,2014. 
Main aim?
Problem: Medication dispensation in hospital wards 
●Today: multiphase process: 
retrieving, preparing, administering, 
documenting and monitoring. 
●Medication errors in all 
phases. Highest occurrence: 
preparing the tray with pills.
Medication times
Searching medication
Medication adherence or pill reminders 
●Life Capsule 
●MediSafe 
●Epocrates 
●Smart TV Medicine Tracker 
●e-pill 
●Wedjat 
●Healthcare@Home(H@H) 
●and other medication dispensers, e.g. for Alzheimer patients 
However, no application designed for nurses 
(all designed for patients use)
Pilot test: field work at hospital wards 
●Mixed data gathering methods: 
•TobiiEye Tracking glasses 
•Stress sensor Affectiva: Electrodermalactivity (EDA, i.e., galvanic skin response). 
●Video 
●Data gathering within user centreddesign (to achieve usability in interactive system development) 
●QUESTION: 
Can some subtasks be made more effective?
Medication dispensing process evaluation 
Answer: YES! 
According to pilot [1] 
•23 registered nurses interviewed 
•13 sub-tasks (some optional) 
[1] Natalia DíazRodríguez, Johan Lilius, RiittaDanielsson-Ojala, Hanna Pirinen, LottaKauhanen, SannaSalanterä, Joachim Majors, SebuBjörlund, KimmoRautanen, TapioSalakoski, IlonaTuominen,Can IT Health-Care Applications Improve the Medication Tray-Filling Process At Hospital Wards? An Exploratory Study Using Eye-Tracking and Stress Response. In: Augusto VenâncioNeto, José Neumande Souza (Eds.),16th IEEE International Conference on E-health Networking, Application & Services (HealthCom), Brazil, 347–352, 2014.
Medication dispensing process evaluation 
1) Print and cut out the patients’ medicine paper list. These print-outs,contain the patient’s treatments, dosage and administration timing information (this pre-step was not considered during the eye-tracking recording process). 
2) Clean work space area and hands. 
3) Unlock medicine cabinets (narcotics have extra security keys in separate cabinet). 
4) Organize different colour medicine cups to be filled according to time period of the day (morning, noon, evening, night). 
5) Search for medicine in cabinet. 
6) Keep track of where on the patient’s medicine paper list the nurse is, which medicine has been filled and which is next. 
7) Fill colour cups with medicine. 
8) Halve medicine pill. 
9) Look up medicine equivalences in Pharmaca Fennica medical components catalogue. 
10) Look up medicine on web page if not found in Pharmaca Fennica. 
11) Double check medicine paper list with the amount of medicine filled in cups. 
12) Put medicine cups and patient medicine paper list on tray. 
13) Write information on syringe/medicine package/paper list.
Task Frequency Table
Time spent on the medicine tray filling process
Optional vs Recurrent tasks 
Always: 
●Unlock the medicine cabinet 
●Line up or organize cups for medicine 
●Look at the patient medicine paper list 
●Search for medicine 
●Fill the cups with pills 
●Finally line up cups on tray 
Not so frequent tasks: 
●Sanitize work space 
●Print and cut out patient medicine paper list 
●Halve medicine pill 
●Look up medicine in Pharmaca Fennicaand on a computer 
●Double check the list with filled medicine cups, and write info on medicine paper lists and/or syringes. 
Tricks or knacks: 
●Double checking lists, amounts and medication dosages, track tray slots, double checking the patient/medicine they are working on (e.g. using a tongue dispenser)
Most error-prone tasks 
●When taking out medicine from its package (pushing pills out of the pill cart into a cup and taking pills out of the jar with a spoon/pliers) 
●Putting right amount of medicine in the right coloured cup
Where do nurses spent more time? 
4-22 min on the tray-filling process (depending on how many patients they dispense medicine to and if they need to look up in PharmacaFennica) 
Most time consuming task: 
●6 min 26 s (out of 22 min): searchingfor specific medicines. When not finding a specific medicine in the list (going to other PC’s DB) (about 45 % of the whole process time). 
•2 min and 51 s: searching for medicine in PharmacaFennicaand looking it up on the PC. 
●3 min 22 s: lookingat the patient medicine list(29% of the time), and double check names and quantities of each medicine. 
●26 % of the time: dispensingmedicine into cups and putting medicine back into its place in the cabinet.
Where do nurses spent more time? 
When not having to search equivalence medication catalogue: 
●Searching for medicine 
●Writing information on syringe packages and on specific medicine packages 
●Opening medicine package, taking out the pills and placing them in cups 
●Putting medicine package back to its place 
●Organizing the coloured cup for the patients 
●Halving the medicine pills 
●Unlocking medicine cabinets
Dispensing process evaluation 
Assessing the nurses’ feelings and mental stress: 
PXLabSelf-Assessment-Manikin (SAM) Scale for valence in relation to visual stimuli, and a dominance and arousal scale, as a 5-, 7-, and 9-point scale. 
Valence 
Arousal
Medication dispensing process evaluation 
Valence 
Arousal
Pilot 1-Practical solutions 
●Unlock medicine cabinet (if there is a locked room for medication dealing only) 
●Having medicine packages stored to avoid opening drawers (more practical design cabinets). 
●Medication room only for medication purposes (against interruptions) 
●Bigger workspace
Pilot 1-Insights 
●There is room to improve existing medication dispensation system (lower risks and time, increase patient safety). 
●After identifying most tedious and time consuming tasks and giving insights to improve the process’ efficiency, we propose: 
●A tablet-based wizard navigation model (step- by-step) to facilitate information gathering and searching times 
•Examination gloves may hinder the use of a tablet?
Medication tray filling process flow
Smart DosingUse Cases
Smart Dosing Application
Smart Dosing Application: Filling Tray
Smart Dosing Application: Filling Tray
Smart Dosing Application: Dispensing (emptying tray)
User experience preliminary questionnaire (nurses’ answers)
SmartDosing:preliminarusability evaluation
•Chances of human errors during medicine dispensation tasks: 
•Non centralized info. 
•Tedious work, pen and paper 
•Different nurses and shifts 
•Lack of history tracking system 
•We propose Smart Dosingto gather all relevant info. for more versatile tray filling & dispensingprocesses. 
•Relatively low values in the questionnaire: some nurse requirements not met yet? 
•Expenses for learning and deploying the system should pay back; not bring adverse effects*. 
•In next(real lifesytemdeployment) pilot weexpect: 
•Reducetime (double checking tray content and in general) 
•Minimize errors 
•Less tedious and meticulous tasks: reduce work load 
(*) As in computerized physician order entry system which significantly increased mortality rates from 2.8% to 6.57% after implementation [9,12] 
Conclusions and Future Work
Thank you for your attention! 
MORE INFORMATION: Natalia Díaz, ndiaz@abo.fi 
Riitta Danielsson-Ojala, rkdaoj@utu.fihttp://www.utu.fi/en/units/med/units/hoitotiede/research/projects/ikitik/Pages/home.aspx 
http://tucs.fi/
Pilot 1 
Conclusions and Future Work 
IT-application would be beneficial if 
●It would automatically recognize from the medicine list that the medicine is not available (and show its substitute directly instead). 
●Having medicine DB built-in search function (where typing the name of the drug gives information on the spot). 
Questions to address when designing an IT-application: 
●How is the information presented? What draws the nurses attention? What visual strategy they follow to optimize the search process? 
●Showing package look and pill look (speed up visual cabinet search) 
FUTURE: Pilot test the mobile application

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Smart Dosing: A mobile application for tracking the medication tray-filling and dispensation processes in hospital wards

  • 1. Smart Dosing: A mobile application for tracking the medication tray-filling and dispensation processes in hospital wards NaumanKhan, Natalia DíazRodríguez,Ivan Porresand Johan Lilius(ÅboAkademiUniv., Finland) RiittaDanielsson-Ojala, Hanna Pirinen, LottaKauhanenand SannaSalanterä(University of Turku, Finland) SebuBjörklund, Joachim Majors and KimmoRautanen (MediaCityContent Testing Lab., Finland) TapioSalakoski, IlonaTuominen(University of Turku, Finland) 6th International Workshop on Intelligent Environments Supporting Healthcare and Well-being WISHWell'14 within Ambient Intelligence (AmI'14), Eindhoven, The Netherlands. 11/11/14
  • 2. Contents •Introduction •Problem: Medication dispensation in hospital wards •Pilot test: field work at hospital wards •Eye-tracking, stress response •Medication dispensing process evaluation •Building Smart Dosingtablet application •UI usability evaluation •Conclusions and Future Work
  • 3. Introduction •Medication dispensation in hospital wards today: •Painstaking, tedious and meticulous work •Mistake-prone, time-consuming •DB non centralized: find equivalent medications, correspondences, secondary effects, etc. •Mainly manually •IT can help! Pilot test observing nurses daily tasks in 2 university hospital wards in Finland: •Cancer patients (21 beds and 14 nurses) •Plastic surgery ward (16 beds and 12 nurses)
  • 4. •Hospital medical errors (Finland): Up to 1700 lives claimed yearly. Medicine dispensing related-tasks: major cause •Last years, 340,000 (medical errors and patient safety) incidents in hospital districts •Many manual and computerized tasks -> can lead to potential oversights and errors. Motivation
  • 5. Use pilot test findings [1] to implement a tablet application that: a.Saves time b.Reduces proneness to errors c.Reduces the nurses’ stress [1]NataliaDíazRodríguez,JohanLilius,RiittaDanielsson-Ojala,HannaPirinen, LottaKauhanen,SannaSalanterä,JoachimMajors,SebuBjörlund,KimmoRautanen,TapioSalakoski,IlonaTuominen,CanITHealth-CareApplicationsImprovetheMedicationTray-FillingProcessAtHospitalWards?AnExploratoryStudyUsingEye-TrackingandStressResponse.In:AugustoVenâncioNeto,JoséNeumandeSouza(Eds.),16thIEEEInternationalConferenceonE-healthNetworking,Application&Services(HealthCom),Brazil,347–352,2014. Main aim?
  • 6. Problem: Medication dispensation in hospital wards ●Today: multiphase process: retrieving, preparing, administering, documenting and monitoring. ●Medication errors in all phases. Highest occurrence: preparing the tray with pills.
  • 9. Medication adherence or pill reminders ●Life Capsule ●MediSafe ●Epocrates ●Smart TV Medicine Tracker ●e-pill ●Wedjat ●Healthcare@Home(H@H) ●and other medication dispensers, e.g. for Alzheimer patients However, no application designed for nurses (all designed for patients use)
  • 10. Pilot test: field work at hospital wards ●Mixed data gathering methods: •TobiiEye Tracking glasses •Stress sensor Affectiva: Electrodermalactivity (EDA, i.e., galvanic skin response). ●Video ●Data gathering within user centreddesign (to achieve usability in interactive system development) ●QUESTION: Can some subtasks be made more effective?
  • 11. Medication dispensing process evaluation Answer: YES! According to pilot [1] •23 registered nurses interviewed •13 sub-tasks (some optional) [1] Natalia DíazRodríguez, Johan Lilius, RiittaDanielsson-Ojala, Hanna Pirinen, LottaKauhanen, SannaSalanterä, Joachim Majors, SebuBjörlund, KimmoRautanen, TapioSalakoski, IlonaTuominen,Can IT Health-Care Applications Improve the Medication Tray-Filling Process At Hospital Wards? An Exploratory Study Using Eye-Tracking and Stress Response. In: Augusto VenâncioNeto, José Neumande Souza (Eds.),16th IEEE International Conference on E-health Networking, Application & Services (HealthCom), Brazil, 347–352, 2014.
  • 12. Medication dispensing process evaluation 1) Print and cut out the patients’ medicine paper list. These print-outs,contain the patient’s treatments, dosage and administration timing information (this pre-step was not considered during the eye-tracking recording process). 2) Clean work space area and hands. 3) Unlock medicine cabinets (narcotics have extra security keys in separate cabinet). 4) Organize different colour medicine cups to be filled according to time period of the day (morning, noon, evening, night). 5) Search for medicine in cabinet. 6) Keep track of where on the patient’s medicine paper list the nurse is, which medicine has been filled and which is next. 7) Fill colour cups with medicine. 8) Halve medicine pill. 9) Look up medicine equivalences in Pharmaca Fennica medical components catalogue. 10) Look up medicine on web page if not found in Pharmaca Fennica. 11) Double check medicine paper list with the amount of medicine filled in cups. 12) Put medicine cups and patient medicine paper list on tray. 13) Write information on syringe/medicine package/paper list.
  • 14. Time spent on the medicine tray filling process
  • 15. Optional vs Recurrent tasks Always: ●Unlock the medicine cabinet ●Line up or organize cups for medicine ●Look at the patient medicine paper list ●Search for medicine ●Fill the cups with pills ●Finally line up cups on tray Not so frequent tasks: ●Sanitize work space ●Print and cut out patient medicine paper list ●Halve medicine pill ●Look up medicine in Pharmaca Fennicaand on a computer ●Double check the list with filled medicine cups, and write info on medicine paper lists and/or syringes. Tricks or knacks: ●Double checking lists, amounts and medication dosages, track tray slots, double checking the patient/medicine they are working on (e.g. using a tongue dispenser)
  • 16. Most error-prone tasks ●When taking out medicine from its package (pushing pills out of the pill cart into a cup and taking pills out of the jar with a spoon/pliers) ●Putting right amount of medicine in the right coloured cup
  • 17. Where do nurses spent more time? 4-22 min on the tray-filling process (depending on how many patients they dispense medicine to and if they need to look up in PharmacaFennica) Most time consuming task: ●6 min 26 s (out of 22 min): searchingfor specific medicines. When not finding a specific medicine in the list (going to other PC’s DB) (about 45 % of the whole process time). •2 min and 51 s: searching for medicine in PharmacaFennicaand looking it up on the PC. ●3 min 22 s: lookingat the patient medicine list(29% of the time), and double check names and quantities of each medicine. ●26 % of the time: dispensingmedicine into cups and putting medicine back into its place in the cabinet.
  • 18. Where do nurses spent more time? When not having to search equivalence medication catalogue: ●Searching for medicine ●Writing information on syringe packages and on specific medicine packages ●Opening medicine package, taking out the pills and placing them in cups ●Putting medicine package back to its place ●Organizing the coloured cup for the patients ●Halving the medicine pills ●Unlocking medicine cabinets
  • 19. Dispensing process evaluation Assessing the nurses’ feelings and mental stress: PXLabSelf-Assessment-Manikin (SAM) Scale for valence in relation to visual stimuli, and a dominance and arousal scale, as a 5-, 7-, and 9-point scale. Valence Arousal
  • 20. Medication dispensing process evaluation Valence Arousal
  • 21. Pilot 1-Practical solutions ●Unlock medicine cabinet (if there is a locked room for medication dealing only) ●Having medicine packages stored to avoid opening drawers (more practical design cabinets). ●Medication room only for medication purposes (against interruptions) ●Bigger workspace
  • 22. Pilot 1-Insights ●There is room to improve existing medication dispensation system (lower risks and time, increase patient safety). ●After identifying most tedious and time consuming tasks and giving insights to improve the process’ efficiency, we propose: ●A tablet-based wizard navigation model (step- by-step) to facilitate information gathering and searching times •Examination gloves may hinder the use of a tablet?
  • 23. Medication tray filling process flow
  • 24.
  • 29. Smart Dosing Application: Dispensing (emptying tray)
  • 30. User experience preliminary questionnaire (nurses’ answers)
  • 32. •Chances of human errors during medicine dispensation tasks: •Non centralized info. •Tedious work, pen and paper •Different nurses and shifts •Lack of history tracking system •We propose Smart Dosingto gather all relevant info. for more versatile tray filling & dispensingprocesses. •Relatively low values in the questionnaire: some nurse requirements not met yet? •Expenses for learning and deploying the system should pay back; not bring adverse effects*. •In next(real lifesytemdeployment) pilot weexpect: •Reducetime (double checking tray content and in general) •Minimize errors •Less tedious and meticulous tasks: reduce work load (*) As in computerized physician order entry system which significantly increased mortality rates from 2.8% to 6.57% after implementation [9,12] Conclusions and Future Work
  • 33. Thank you for your attention! MORE INFORMATION: Natalia Díaz, ndiaz@abo.fi Riitta Danielsson-Ojala, rkdaoj@utu.fihttp://www.utu.fi/en/units/med/units/hoitotiede/research/projects/ikitik/Pages/home.aspx http://tucs.fi/
  • 34. Pilot 1 Conclusions and Future Work IT-application would be beneficial if ●It would automatically recognize from the medicine list that the medicine is not available (and show its substitute directly instead). ●Having medicine DB built-in search function (where typing the name of the drug gives information on the spot). Questions to address when designing an IT-application: ●How is the information presented? What draws the nurses attention? What visual strategy they follow to optimize the search process? ●Showing package look and pill look (speed up visual cabinet search) FUTURE: Pilot test the mobile application