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description of algorithm now describes osdc, not register of selected…
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Anders Aasted Isaksen authored and Anders Aasted Isaksen committed Mar 15, 2024
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Expand Up @@ -29,8 +29,9 @@ These are the guiding principles for this package:
is a data frame, the output is a data frame).
4. Functions have consistent naming based on their action.
5. Functions have limited additional arguments.
6. Casing of input variables (upper or lower case) is agnostic, all
internal variables are lower case, and output variables are lower case.
6. Casing of input variables (upper or lower case) is agnostic, all
internal variables are lower case, and output variables are lower
case.

## Use cases

Expand Down Expand Up @@ -66,7 +67,7 @@ this package aims to fulfil:
This is the list of functionality we aim to have in the osdc package

1. Classify individuals type 1 and type 2 diabetes status and create a
data frame with that information.
data frame with that information and the date of onset of diabetes.
2. Provide helper functions to check and process individual registers
for the variables required to enter into the classifier.
3. Provide a list of required variables and registers in order to
Expand All @@ -92,63 +93,51 @@ might have type 1 diabetes, otherwise classify as type 2 diabetes.
Initial **diabetes** classification is defined as the second occurrence
of any of the listed inclusion events. Wherever possible, all available
data for each event is used, except for the purchases of
glucose-lowering drugs, since data is only available from 1997 onwards.
Inclusion criteria are:
glucose-lowering drugs, since the data on obstetric diagnoses necessary
to censor glucose-lowering drug purchases is only complete from 1997
onwards. Inclusion criteria are:

1. HbA1c measurement of ≥48 mmol/mol.
2. Hospital diagnosis of diabetes.
1. HbA1c measurements of ≥48 mmol/mol.
2. Hospital diagnoses of diabetes.
3. Diabetes-specific services received at podiatrist.
4. Purchase of glucose-lowering drugs.

Exclusions are:

1. HbA1c:
- Taken during pregnancies, as that could be a potential
1. HbA1c samples:
- Samples taken during pregnancies, as that could be a potential
gestational diabetes mellitus.
2. Drugs:
- Brand drugs for weight loss, e.g. *Saxenda.*.
2. Glucose-lowering drugs:
- Brand drugs for weight loss, e.g. *Saxenda*.
- Purchases during pregnancies, as that is a potential treatment
for gestational diabetes mellitus.
- Metformin for women below age 40, as that could be a treatment
for polycystic ovary syndrome.

### Classifying type 2 diabetes

The inclusion criteria after being classified with non-specific diabetes
are any of:

- Any purchases of non-insulin glucose-lowering drugs.
- A hospital diagnosis of type 2 diabetes as the most recent
type-specific diabetes diagnosis.

The exclusion criteria are:
### Classifying type 1 diabetes

- Women that have purchased only metformin and have any diagnoses of
polycystic ovarian syndrome or have purchases of clomifene or
combination drugs containing antiandrogens and oestrogens.
- Only one recorded inclusion event.
- No recorded inclusion events in the last 10 years prior to the most
recent date available for the individual (index date).
Diabetes type is classified as either T1D or T2D based on patterns of
purchases of insulins (including analogues) and hospital primary
diagnoses of T1D and T2D.

### Classifying type 1 diabetes
Classification as T1D requires an individual to fulfil either of the
following criteria:

The inclusion criteria after being classified with non-specific diabetes
are any of:
a. Must have purchased only insulins and never any other type of GLD,
and have at least one diagnosis of T1D
b. Must have a majority of T1D diagnoses from endocrinological
departments (or from other medical departments, in the absence of
contacts to endocrinological departments), and a purchase of insulin
within 180 days after onset of diabetes, with insulin contributing
at least two thirds of all defined daily doses of GLD purchased.

- Any purchases of insulin drugs.
- A hospital diagnosis of type 1 diabetes as the most recent
type-specific diabetes diagnosis.
In populations generated on a fixed index date (such as the
cross-sectional studies associated with this dissertation), individuals
classified as T1D cases must have purchased insulins in the last year
prior to the index date.

The exclusion criteria are:
### Classifying type 2 diabetes

- Women with any diagnoses of gestational diabetes mellitus, who have
purchased glucose-lowering drugs only in the period from 280 days
prior to their first diagnosis of gestational diabetes mellitus
until 280 days after their last diagnosis.
- No purchases of glucose-lowering drugs or only one purchase and no
hospital records of type 1 diabetes.
- No insulin drug purchases in the last 10 years prior to the index
date.
Individuals not classified as T1D cases are classified as T2D cases.

## References

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