[WIP] Implement growth assessment using WHO indicators #80

Draft
joao.dubas wants to merge 76 commits from jpd-feat-add-bmi-module-with-live-view into main
3 changed files with 56 additions and 30 deletions
Showing only changes of commit 5c044e69d9 - Show all commits

View File

@ -1,6 +1,6 @@
defmodule Growth.Calc.Centile do
@moduledoc """
Calculate percentile for a given measurement and the fitted values of Box-Cox by age/height:
Calculate the value of measurement at a given z-score and fitted values of Box-Cox by age/height:
* **power** `t:Growth.Calc.ZScore.l/0`
* **median** `t:Growth.Calc.ZScore.m/0`
@ -12,9 +12,9 @@ defmodule Growth.Calc.Centile do
iex> measures =
...> [
...> [30, -1.7862, 16.9392, 0.1107],
...> [14, -1.3592, 20.4951, 0.12579],
...> [19, -1.6318, 16.049, 0.10038]
...> [-3.0, -1.7862, 16.9392, 0.1107],
...> [2, -1.3592, 20.4951, 0.12579],
...> [-1.2, -1.6318, 16.049, 0.10038]
...> ]
iex> Enum.map(measures, &apply(Growth.Calc.Centile, :compute, &1))
[:na, :na, 19.0]
@ -32,17 +32,15 @@ defmodule Growth.Calc.Centile do
## Examples:
iex> Growth.Calc.Centile.compute(19, -1.6318, 16.049, 0.10038)
iex> Growth.Calc.Centile.compute(0.0, -1.6318, 16.049, 0.10038)
19.0
"""
def compute(y, l, m, s) do
zscore = ZScore.raw(y, l, m, s)
def compute(z_score, l, m, s) when -3 <= z_score and z_score <= 3 do
m * :math.pow(1 + l * s * z_score, 1 / l)
end
if -3 <= zscore and zscore <= 3 do
m * :math.pow(1 + l * s * zscore, 1 / l)
else
:na
end
def compute(_z_score, _l, _m, _s) do
:na
end
end

View File

@ -0,0 +1,30 @@
defmodule Growth.Calc.Percentile do
@moduledoc """
Convert the z-score of a given measurement into a cumulative percentile.
This calculation is described in the [cumulative distribution function][https://en.wikipedia.org/wiki/Error_function#Cumulative_distribution_function].
## Examples
iex> z_scores = [-1.0, 0.0, 1.0]
iex> Enum.map(z_scores, &apply(Growth.Calc.Percentile, :compute, :&1))
[0.15865525393145707, 0.5, 0.8413447460685429]
"""
@doc """
Convert the z-score of a given measurement into a percentile representation, ranging from 0 to 1.
## Examples
iex> Growth.Calc.Percentile.compute(2.0)
0.9772498680518208
iex> Growth.Calc.Percentile.compute(-2.0)
0.02275013194817921
"""
@spec compute(number()) :: number()
def compute(z_score) do
0.5 * (:math.erf(z_score / :math.sqrt(2)) + 1)
end
end

View File

@ -1,9 +1,9 @@
defmodule Growth.Score.Scorer do
@moduledoc """
Behaviour defining common interface to calculate z-score and centile for a given measurement.
Behaviour defining common interface to calculate z-score and percentile for a given measurement.
"""
alias Growth.Calc.Centile
alias Growth.Calc.Percentile
alias Growth.Calc.ZScore
@callback measure_name() :: atom()
@ -18,7 +18,7 @@ defmodule Growth.Score.Scorer do
@spec result(module(), Growth.t()) :: Growth.t()
@doc """
Calculate z-score and centile values for the given indicator and add them to the growth measurement `results`.
Calculate z-score and percentile values for the given indicator and add them to the growth measurement `results`.
"""
def result(indicator, growth) do
result =
@ -58,24 +58,22 @@ defmodule Growth.Score.Scorer do
|> Enum.reject(&is_nil/1)
end
@spec scores(module(), Growth.t(), ZScore.l(), ZScore.m(), ZScore.s()) ::
{Growth.measure(), number() | :na, nil}
@doc """
Calculate the z-score and centile of an indicator measurement.
Calculate the z-score and percentile of an indicator measurement.
"""
@spec scores(module(), Growth.t(), ZScore.l(), ZScore.m(), ZScore.s()) ::
{Growth.measure(), Growth.measure()}
def scores(indicator, growth, l, m, s) do
measure = Map.get(growth, indicator.measure_name())
{
z_score(measure, l, m, s),
centile(measure, l, m, s)
}
growth
|> Map.get(indicator.measure_name())
|> z_score(l, m, s)
|> then(fn score -> {score, percentile(score)} end)
end
@spec z_score(Growth.measure(), ZScore.l(), ZScore.m(), ZScore.s()) :: Growth.measure()
@doc """
Check `Growth.Calc.ZScore.compute/4`.
"""
@spec z_score(Growth.measure(), ZScore.l(), ZScore.m(), ZScore.s()) :: Growth.measure()
def z_score(nil, _, _, _) do
nil
end
@ -84,15 +82,15 @@ defmodule Growth.Score.Scorer do
ZScore.compute(value, l, m, s)
end
@spec centile(Growth.measure(), ZScore.l(), ZScore.m(), ZScore.s()) :: number() | :na | nil
@doc """
Check `Growth.Calc.Centile.compute/4`.
Check `Growth.Calc.Percentile.compute/1`.
"""
def centile(nil, _, _, _) do
@spec percentile(Growth.measure()) :: Growth.measure()
def percentile(nil) do
nil
end
def centile(value, l, m, s) do
Centile.compute(value, l, m, s)
def percentile(score) do
Percentile.compute(score)
end
end