# data[].attributes.body
useful for sales and marketing analysis.

# data[].attributes.headline
Early detection of disease : Google neural network can be trained to detect signs of lung cancer earlier and faster than trained radiologists.

# data[].attributes.subject
Early detection of disease : Google neural network can be trained to detect signs of lung cancer earlier and faster than trained radiologists.

# data[].attributes.body
Enable objective measurements and clear identification in areas of improvements

# data[].attributes.body
facilitate patient registration, admission and discharge process

# data[].attributes.headline
increasing accuracy and efficiency in facility/practice management

# data[].attributes.subject
increasing accuracy and efficiency in facility/practice management

# data[].attributes.body
AI bill estimation to provide accurate bill estimation

# data[].attributes.headline
Improve patient experience. Significant reduction of waiting time pertaining to the process of retrieving past medical records. 

# data[].attributes.subject
Improve patient experience. Significant reduction of waiting time pertaining to the process of retrieving past medical records. 

# data[].attributes.headline
Digitalizing healthcare information allows easy access to medical records (instead of manual record). Can capture multiple data points. 

# data[].attributes.subject
Digitalizing healthcare information allows easy access to medical records (instead of manual record). Can capture multiple data points. 

# data[].attributes.body
Cost reduction
E.g.: Replacing conventional radiological films with RIS which is time consuming and costly.

# data[].attributes.headline
Mining big data about patient's preferences of certain services and how they might access them can help organizations gain a competitive advantage when catering those services and help save on resources by shifting focus away from less profitable services and putting more emphasis on those that do generate more income.

# data[].attributes.subject
Mining big data about patient's preferences of certain services and how they might access them can help organizations gain a competitive advantage when catering those services and help save on resources by shifting focus away from less profitable services and putting more emphasis on those that do generate more income.

# data[].attributes.body
In the times, of pandemic - integration of technology (like telehealth, AI) makes healthcare more accessible.

# data[].attributes.body
Data analysis of disease prevalence. Facilitate planning for allocation of resources.

# data[].attributes.headline
Allows collection of health information on different demographic (eg. Non-communicable diseases and its cost on Malaysia healthcare). Allows allocation of resources in yearly budget. 

# data[].attributes.subject
Allows collection of health information on different demographic (eg. Non-communicable diseases and its cost on Malaysia healthcare). Allows allocation of resources in yearly budget. 

# data[].attributes.body
Keen to transform many services but may involved enormous spending to implement

# data[].attributes.headline
Better and more efficient storage of patient records 

# data[].attributes.subject
Better and more efficient storage of patient records 

# data[].attributes.body
Patient care and treatment with dignity and equity.
Visiting time, details on patient progress in ICU

# data[].attributes.headline
to allow better collaboration and coordination among healthcare providers (all-in-one report)

# data[].attributes.subject
to allow better collaboration and coordination among healthcare providers (all-in-one report)

# data[].attributes.body
Superior HIS system, provides seamless transition in hospital processes, improving coordination of care. Advantage over competitors.

# data[].attributes.body
Having electronic medical records and integrated hospital information system - reduces error, improves efficiency

# data[].attributes.headline
Promotes patient safety eg. When prescribing a medication a centralized system will alert healthcare provider if patient is allergic to the medication. 

# data[].attributes.subject
Promotes patient safety eg. When prescribing a medication a centralized system will alert healthcare provider if patient is allergic to the medication. 

# data[].attributes.body
Whole Exome Analysis has implemented AI and machine learning in analysis of human genome which will be very useful in detecting cancers and other diseases before its onset

# data[].attributes.body
Train the trainer with encouragement for research and training

# data[].attributes.headline
AI not necessarily replaces diagnostic ability for clinicians but assists in improving accuracy. Humans can err and with the help of computer algorithms, it helps clinicians to close that gap by nudging and encouraging more careful considerations when possible "differentials" are suggested. This is especially helpful for junior, less experienced clinicians.

# data[].attributes.subject
AI not necessarily replaces diagnostic ability for clinicians but assists in improving accuracy. Humans can err and with the help of computer algorithms, it helps clinicians to close that gap by nudging and encouraging more careful considerations when possible "differentials" are suggested. This is especially helpful for junior, less experienced clinicians.

# data[].attributes.headline
Patient empowerment. Patient has access to their medical records/ information/ cost. Patient can play a more active role in decision making. 

# data[].attributes.subject
Patient empowerment. Patient has access to their medical records/ information/ cost. Patient can play a more active role in decision making. 

# data[].attributes.headline
Facilitate in making informed clinical decisions and prompting appropriate interventions. E.g., the automation of Early Warning System that integrates all clinical data to conclude the status of the patient and determine whether rapid response team should be activated or not. 

# data[].attributes.subject
Facilitate in making informed clinical decisions and prompting appropriate interventions. E.g., the automation of Early Warning System that integrates all clinical data to conclude the status of the patient and determine whether rapid response team should be activated or not. 

# data[].attributes.headline
Digitalization of work processes to reduce waiting time

# data[].attributes.subject
Digitalization of work processes to reduce waiting time

# data[].attributes.body
Hospital management can be made more fluid and efficient. Increasing patient turn-over.

# data[].attributes.body
HIS/ RIS enable fast retrieval of patient medical record which reduces waiting time and accelerate diagnostic/ treatment decision. This is especially useful in emergency department where swift decision needs to be made for effective treatment.

# data[].attributes.headline
Customisation / personalisation of patient care based patient's past & current medical history

# data[].attributes.subject
Customisation / personalisation of patient care based patient's past & current medical history

# data[].attributes.headline
Use health informatics hastens decision making in treatment plan, however, drawback would be using manual way if internet or if the system down. therefore, internet infrastructure got to be strong.

# data[].attributes.subject
Use health informatics hastens decision making in treatment plan, however, drawback would be using manual way if internet or if the system down. therefore, internet infrastructure got to be strong.

# data[].attributes.headline
Data of patient diagnosis distribution can be used as a reference for in house nursing training.

# data[].attributes.subject
Data of patient diagnosis distribution can be used as a reference for in house nursing training.

# data[].attributes.body
To follow healthcare reforms from developed countries as a benchmark using their best practices

# data[].attributes.body
Patient empowerment
W.g: Encouraging patient participation in their own healthcare management. There is module in MySejahtera for digital health where patient can seek for healthcare via virtual health advisory.

# data[].attributes.headline
Online patient feedback system to better manage grievances

# data[].attributes.subject
Online patient feedback system to better manage grievances

# data[].attributes.headline
Improved Compliance of Accreditation Standards. Eg. Electronic Health Record software that has JCI standards embedded into its documentation. 

# data[].attributes.subject
Improved Compliance of Accreditation Standards. Eg. Electronic Health Record software that has JCI standards embedded into its documentation. 

# data[].attributes.headline
I think it's all about inertia. The private sector has a greater motivation to do so especially when their dollars spent a directly converted into profit. The government sector is lagging behind mostly because there is still no great accountability and transparency.

# data[].attributes.subject
I think it's all about inertia. The private sector has a greater motivation to do so especially when their dollars spent a directly converted into profit. The government sector is lagging behind mostly because there is still no great accountability and transparency.

# data[].attributes.headline
Speed up work processes and inrease staff productivity

# data[].attributes.subject
Speed up work processes and inrease staff productivity

# data[].attributes.headline
Transitioning from paper documentation to electronic recording system has presented a challenge. System downtime, interruption of internet connection etc that delay care processes. 

# data[].attributes.subject
Transitioning from paper documentation to electronic recording system has presented a challenge. System downtime, interruption of internet connection etc that delay care processes. 

# data[].attributes.headline
Many companies bought software for digitalizing health informatics but failing to look into maintenance expenses and give priority

# data[].attributes.subject
Many companies bought software for digitalizing health informatics but failing to look into maintenance expenses and give priority

# data[].attributes.body
Working hours, enough staff, addressing health issues of healthcare workers

# data[].attributes.headline
Able to compare the performance of key specialties and market share between all competitors.

# data[].attributes.subject
Able to compare the performance of key specialties and market share between all competitors.

# data[].attributes.headline
Help to improve the prevention of disease and identify which category is at most at risk (age, race, region etc.)

# data[].attributes.subject
Help to improve the prevention of disease and identify which category is at most at risk (age, race, region etc.)

# data[].attributes.headline
Staff performance can be assessed more objectively using informatics and to decide future projections - internal restructuring etc

# data[].attributes.subject
Staff performance can be assessed more objectively using informatics and to decide future projections - internal restructuring etc

# data[].attributes.body
Enhancing clinical governance and patient safety
Availability of comprehensive data/ information bank allows effective healthcare planning and execution.

# data[].attributes.headline
identify shortfalls and insufficiencies in the system

# data[].attributes.subject
identify shortfalls and insufficiencies in the system

# data[].attributes.headline
More of applying the concept of LEAN into the govt hospital set up 

# data[].attributes.subject
More of applying the concept of LEAN into the govt hospital set up 

# data[].attributes.headline
Targeted patient treatment plans and preventive care

# data[].attributes.subject
Targeted patient treatment plans and preventive care

# data[].attributes.headline
Employee Empowerment: Reduces risk of medical error due to illegible writing. Eases multi-disciplinary approach to patient care. Staffs can view orders from different specialists. Easier to record/ chart patient's information in a digital form compared to manual writing. However, I think hospitals need to have sufficient stations for data entry. Eg. tablets provided for mobility and ease of recording. 

# data[].attributes.subject
Employee Empowerment: Reduces risk of medical error due to illegible writing. Eases multi-disciplinary approach to patient care. Staffs can view orders from different specialists. Easier to record/ chart patient's information in a digital form compared to manual writing. However, I think hospitals need to have sufficient stations for data entry. Eg. tablets provided for mobility and ease of recording. 

# data[].attributes.headline
Robot assisted surgery allow doctors to perform complex surgery with more precise compare to conventional type, besides enhance patients recovery.

# data[].attributes.subject
Robot assisted surgery allow doctors to perform complex surgery with more precise compare to conventional type, besides enhance patients recovery.

# data[].attributes.body
Enable benchmarking of performance between hospitals/health institution. both national and internationally, to be done in a more transparent manner.

# data[].attributes.body
Apps, medications

# data[].attributes.headline
entrance access card for family member to visit the in-patient (before covid). This can control the number of visitors. Real time locating system (RTLS), is a bracelet with chip that help nurses or doctors to locate the patient throughout the hospital. It's useful in  big hospitals.

# data[].attributes.subject
entrance access card for family member to visit the in-patient (before covid). This can control the number of visitors. Real time locating system (RTLS), is a bracelet with chip that help nurses or doctors to locate the patient throughout the hospital. It's useful in  big hospitals.