AIDA is a freeware computer program that permits the interactive simulation of plasma insulin and blood glucose profiles for demonstration, teaching, self-learning, and research purposes. Originally developed in 1991, it has been updated and enhanced since, and made available without charge from 1996 on the World Wide Web. The program, which is still being updated, has gone through a number of revisions and developments in the 16+ years since its original internet launch. Further copies of the simulator have been made available, in the past, on diskette by the system developers and from the British Diabetic Association (BDA) — now called 'Diabetes UK' — London, England,Lehmann ED, Deutsch T, Broad D: AIDA: an educational simulator for insulin dosage and dietary adjustment in diabetes. British Diabetic Association, London, 1997. following the BDA's own independent evaluation of the software. More than 1,075,000 diabetes simulations have been run via a web-based version of the AIDA diabetes simulator.

The AIDA software is intended to serve as an educational support tool and can be used by anyone — person with diabetes, relative of a patient, health care professional (doctor, nurse, clinical diabetes educator, dietician, pharmacist, etc.), or student — even if they may have minimal knowledge of the pathophysiology of diabetes mellitus.

Overview of AIDA physiological model AIDA has been described in detail in the medical / scientific / computing / diabetes literature. It incorporates a compartmental model that describes glucose-insulin interaction in people completely lacking endogenous insulin secretion — i.e. insulin-dependent patients with type 1 diabetes mellitus. The AIDA model contains a single extra-cellular glucose compartment into which glucose enters via both absorption from the intestine and glucose production from the liver. The model also contains separate compartments for plasma and 'active' insulin, the latter being responsible for glycemic control while insulin is removed from the former by liver degradation. Full details of the AIDA model are accessible from within the AIDA software package, and can be viewed and printed separately via the AIDA website.

Limitations of model AIDA, like other model-based approaches, is not sufficiently accurate to be used for individual patient simulation or glycemic prediction. Therefore, as the program makes clear, it is not intended for insulin therapy planning and can only be used for teaching, self-learning, demonstration, or research purposes. While the AIDA software can simulate a wide variety of insulin dosage and diet (nutrition) adjustments, it should be stressed that the purpose of AIDA is to create a learning environment for communicating and training intuitive thinking when dealing with such adjustments. In this respect AIDA appears most of use for recreating clinical situations in diabetes care, rather than trying to predict best outcome.

Downloadable & on-line versions The AIDA diabetes simulator comes in two forms. A free downloadable (PC) version — latest release AIDA v4.3b — which also works on Apple Macintosh computers running PC emulation software. A web-based version — called AIDA on-line — available to use via a standard web browser.

Use as an educational tool The AIDA software comes with forty educational case scenarios as standard, each of which represents a 'snapshot' of the metabolic status of a typical person with respect to insulin-dependent type 1 diabetes mellitus. It is easy for users to add or create further case scenarios, as required. Examples of the application of AIDA as an educational tool can be found in various published journal articles.

Simulating glycated hemoglobin (HbA1c) levels Glycated hemoglobin (HbA1c) levels are widely regarded as a marker of medium-term blood glucose control and are extensively applied clinically as an indicator of a person's average or integrated glycemic control over the preceding 2–3 months. Diabetologists, endocrinologists, diabetes specialist nurses and diabetes educators use assessments of HbA1c levels to confirm overall blood glucose control; this test having the advantage of not being dependent on patient self-reported blood glucose data.

Since the year 2000, an estimate or simulation of HbA1c levels has been incorporated within the AIDA program. This offers people with diabetes, their relatives, students, health-care professionals and other users an indication of what the HbA1c level might be if the simulated blood glucose profile was maintained for 2–3 months. The AIDA developers stress that such HbA1c level estimations, like AIDA's main blood glucose simulations, are only intended for educational / teaching, self-learning or demonstration purposes, and not meant for individual patient prediction or therapy planning.

Teaching using simulator User comments about AIDA have highlighted some of the many ways in which people have applied the simulations in their own particular situations. A great deal of attention has focused, understandably, on use by individuals with diabetes and their relatives, as well as by health-care professionals such as diabetologists / endocrinologists and diabetes educators. However, an important group of health-carers involved in the provision of day-today care for many people with diabetes are primary care physicians (general practitioners [GPs]). A workshop was held in September 2000 in Italy — by an independent diabetologist / endocrinologist unconnected with the AIDA simulator's development — to gain experience with application of the AIDA diabetes simulation approach as a teaching tool for general practitioners (GPs). Feedback obtained from participants attending the workshop was very positive, with GPs reporting the simulation approach to be both of interest and use.

Another important group of health-carers involved in the provision of day-to-day care for many people with diabetes are nurses. A separate workshop was held in June 2001 in Italy — by the same independent diabetologist / endocrinologist — to gain experience with application of the AIDA diabetes simulation approach as a teaching tool for student nurses. Feedback obtained from participants attending the workshop was generally very positive, with the student nurses also reporting the simulation approach to be both of interest and of use.

High-school student teaching with AIDA on-line The lifetime risk of developing diabetes for students born since the year 2000 in the United States is estimated to be 27% to 52%. Many students need to learn about diabetes for their personal care, or for the care of relatives, or desire to learn about diabetes to develop a career in healthcare. Most teenagers are adept at learning through web-based computer tools. Against this background, 21 students entering the 8th and 9th grades (aged 12 to 14 years old) enrolled in a Biotechnology Summer Camp in June 2006 — organized independently by the Georgia Institute of Technology in Atlanta, Georgia (USA) — focusing on diabetes mellitus. Lectures on pathophysiology and clinical aspects of diabetes were followed by simulated cases using the AIDA on-line diabetes software simulator. Two cases demonstrated glycemic effects and pharmacokinetics of insulin administration, diet, and exercise in insulin-dependent type 1 diabetes mellitus and non-insulin-dependent type 2 diabetes mellitus. Students filled out standardized evaluations at the end of the session to assess receptiveness to this type of learning; opinions on the utility, information, and ease of use; and perceived risks of using the on-line simulator to understand diabetes. All students were receptive to this simulator-based educational approach. The majority found AIDA on-line useful (17/21 [81%]), educational (21/21 [100%]), worthy of wider distribution (20/21 [95%]), and would recommend the program to others with diabetes or wanting to learn about diabetes (18/21 [86%]). A minority (2/21 [9.5%]) found the program 'risky' regarding the information given to the students. Positive comments included the ability to visualize concepts being taught in earlier lectures, and recognized the rigors required to manage diabetes. Fewer negative comments reflected frustration with the web-based user interface, the course materials, or difficulty in achieving good simulated glycemic control. The study authors concluded that: "Teaching pathophysiology of diabetes and pharmacology of insulin to middle school students is enhanced with the AIDA on-line diabetes simulator. Future versions of this program, and development of similar programs, could be useful in teaching adolescents who have diabetes, and might help stimulate interested students to learn more about the care of people with diabetes".

Randomised controlled trial (RCT) The AIDA diabetes simulator has been tested out in a pilot randomised controlled trial (RCT). The protocol used for the RCT was described a priori in the medical / diabetes literature. The study sought to assess whether diabetes educational teaching sessions using the AIDA simulator led to better outcomes than similar diabetes educational teaching sessions without a computer. The study was run at the Ospedale di Marino, near Rome, in Italy by an independent diabetologist / endocrinologist – unconnected with the simulator's development. Twenty-four volunteers (12 male and 12 female) with type 1 diabetes of more than 6-years duration, aged 19–48 years, who gave written informed consent, were randomly assigned to one of two study groups, each receiving different teaching interventions. Group A was exposed to the AIDA diabetes simulator, while Group B (the control group) received conventional lessons with slides and transparencies. Six lessons were held for each group (one per week). At the beginning and end of the study all subjects had their glycated hemoglobin (HbA1c) measured. The subjects also carefully documented the incidence of any symptomatic hypoglycaemic episodes ('hypos'), whether mild (sweating, dizziness), moderate (nausea, vomiting), or severe (requiring assistance).

The results seem encouraging. HbA1c levels in Group A dropped significantly from 7.2% to 6.4% after lessons with the diabetes simulator (p = 0.01). No significant changes in HbA1c were observed in the control group (Group B) between baseline (7.1%) and the end of the control lessons (7.0%). The number of 'hypos' decreased significantly from 31 to 14 in Group A (p = 0.03) after AIDA lessons, but did not change significantly in Group B from baseline (n = 20) to after the control lessons (n = 22). Full details of the study and the results can be found in the medical / diabetes literature. The study authors concluded that "larger trials involving more patients in more centres are clearly needed, but this proof-of-concept (pilot) study does demonstrate the feasibility of using a prospective randomised controlled trial approach for the evaluation of educational diabetes simulation software such as AIDA".

Diabetes / Insulin Tutorial There is an abundance of textual / static graphical information about insulin and diabetes on the web. However an AIDA-based Diabetes / Insulin Tutorial has been developed. The tutorial is unusual in that — in addition to offering textual / static graphical information about insulin and diabetes — it is also integrated with the AIDA on-line web-based diabetes simulator. In this way, visitors can not only read about insulin dosage adjustment in diabetes, but also interactively simulate examples of what they are learning about. The tutorial is currently arranged in four sections: (1) Insulin-dosage adjustment, (2) Choosing the insulin dose, (3) Timing of meals & diet planning, and (4) Glucose & the kidney.

Guidelines for health-carers planning to teach with AIDA