check deoxygenation and classify with abs
This commit is contained in:
@@ -77,4 +77,19 @@ object Constants {
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const val BUFFER_LED_LOWER_BOUND = 21000
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const val BUFFER_LED_LOWER_BOUND = 21000
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const val BUFFER_LED_UPPER_BOUND = 24500
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const val BUFFER_LED_UPPER_BOUND = 24500
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val DEVICE_CONFIGURATION: Map<String, List<List<Double>>> = mapOf<String, List<List<Double>>>(
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"HCV-000-3001" to listOf(
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listOf(1.264817, -0.85965), // LED1
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listOf(0.581462456, -0.58502), // LED2
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listOf(0.184991, 0.184991), // LED3
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listOf(1.0, 0.0) // LED4
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),
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"HCV-000-3002" to listOf(
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listOf(1.264817, -0.85965), // LED1
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listOf(0.581462456, -0.58502), // LED2
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listOf(0.184991, 0.184991), // LED3
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listOf(1.0, 0.0) // LED4
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),
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)
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}
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}
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@@ -11,7 +11,7 @@ import com.example.hpostesting.data.model.patient.HemoCubeTestData
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import com.google.android.datatransport.runtime.dagger.Provides
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import com.google.android.datatransport.runtime.dagger.Provides
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import javax.inject.Singleton
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import javax.inject.Singleton
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@Database(entities = [UserData::class, HemoCubeTestData::class, DeviceData::class], version = 5, exportSchema = false)
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@Database(entities = [UserData::class, HemoCubeTestData::class, DeviceData::class], version = 8, exportSchema = false)
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@TypeConverters(Converters::class)
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@TypeConverters(Converters::class)
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abstract class MyDatabase : RoomDatabase() {
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abstract class MyDatabase : RoomDatabase() {
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abstract fun userDao(): UserDao
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abstract fun userDao(): UserDao
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@@ -36,8 +36,14 @@ data class HemoCubeTestData(
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var led2Average: Double? = null,
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var led2Average: Double? = null,
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var led3Average: Double? = null,
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var led3Average: Double? = null,
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var led4Average: Double? = null,
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var led4Average: Double? = null,
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var abs1: Double? = null,
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var abs2: Double? = null,
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var abs3: Double? = null,
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var abs4: Double? = null,
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var deviceRatio: Double? = null,
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var deviceRatio: Double? = null,
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var calculatedRatio: Double? = null,
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var calculatedRatio: Double? = null,
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var predictedDenovixRatio: Double? = null,
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var coefficients: String? = "",
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var coefficients: String? = "",
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var classificationResult: String = ""
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var classificationResult: String = "",
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var prdClassification: String = "",
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)
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)
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@@ -49,7 +49,13 @@ class HemoCubeFragment : Fragment() {
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private var led2SampleForDevice = 0.0
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private var led2SampleForDevice = 0.0
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private var led3SampleForDevice = 0.0
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private var led3SampleForDevice = 0.0
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private var led4SampleForDevice = 0.0
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private var led4SampleForDevice = 0.0
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private var fittedAbs1 = 0.0
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private var fittedAbs2 = 0.0
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private var fittedAbs3 = 0.0
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private var fittedAbs4 = 0.0
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private var _predictedDenovixRatio = 0.0
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private var validationError = false
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private var validationError = false
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private var deviceHardwareId = ""
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override fun onCreateView(
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override fun onCreateView(
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inflater: LayoutInflater, container: ViewGroup?, savedInstanceState: Bundle?,
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inflater: LayoutInflater, container: ViewGroup?, savedInstanceState: Bundle?,
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@@ -285,6 +291,7 @@ class HemoCubeFragment : Fragment() {
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val slData = stringData.split(" ")
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val slData = stringData.split(" ")
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if (slData.size > 1) {
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if (slData.size > 1) {
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val hardwareId = slData[1].trim()
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val hardwareId = slData[1].trim()
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deviceHardwareId = hardwareId
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with(sharedPreferences.edit()) {
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with(sharedPreferences.edit()) {
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putString(Constants.DEVICE_ID, hardwareId)
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putString(Constants.DEVICE_ID, hardwareId)
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apply()
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apply()
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@@ -321,8 +328,10 @@ class HemoCubeFragment : Fragment() {
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}
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}
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resultData.contains("REND") -> {
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resultData.contains("REND") -> {
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hemoCubeViewModel.messages.postValue("Data collected \n" +
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hemoCubeViewModel.messages.postValue(
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" Processing data")
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"Data collected \n" +
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" Processing data"
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)
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val resultLines = resultData.split("\\s+(?=LB|LS)".toRegex())
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val resultLines = resultData.split("\\s+(?=LB|LS)".toRegex())
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var bufferIntensity = resultLines[1].split(' ')[1].trim()
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var bufferIntensity = resultLines[1].split(' ')[1].trim()
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led1BufferForDevice = if (isUsingExistingBuffer) {
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led1BufferForDevice = if (isUsingExistingBuffer) {
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@@ -408,14 +417,6 @@ class HemoCubeFragment : Fragment() {
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val led4Average = log10(led4BufferForDevice?.div(led4SampleForDevice!!) ?: 0.0)
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val led4Average = log10(led4BufferForDevice?.div(led4SampleForDevice!!) ?: 0.0)
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val deviceRatio = led3Average / led1Average
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val deviceRatio = led3Average / led1Average
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if (led1Average < 0 || led2Average < 0 || led3Average < 0 || led4Average < 0) {
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validationError = true
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activity?.runOnUiThread {
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binding.errorMessage.text = "Error: Negative Abs. Retake Blank Reading"
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binding.errorMessage.visibility = View.VISIBLE
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}
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}
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if (led1BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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if (led1BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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|| led2BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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|| led2BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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|| led3BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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|| led3BufferForDevice < Constants.BUFFER_LED_LOWER_BOUND
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@@ -435,7 +436,42 @@ class HemoCubeFragment : Fragment() {
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) {
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) {
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validationError = true
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validationError = true
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activity?.runOnUiThread {
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activity?.runOnUiThread {
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binding.errorMessage.text = "Error: Invalid Test. Improper buffer reading (high)"
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binding.errorMessage.text =
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"Error: Invalid Test. Improper buffer reading (high)"
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binding.errorMessage.visibility = View.VISIBLE
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}
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}
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var gradient = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(0)?.get(0)
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var constant = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(0)?.get(1)
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fittedAbs1 = gradient?.times(led1Average)?.plus(constant!!)!!
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gradient = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(1)?.get(0)
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constant = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(1)?.get(1)
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fittedAbs2 = gradient?.times(led2Average)?.plus(constant!!)!!
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gradient = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(2)?.get(0)
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constant = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(2)?.get(1)
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fittedAbs3 = gradient?.times(led3Average)?.plus(constant!!)!!
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gradient = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(3)?.get(0)
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constant = Constants.DEVICE_CONFIGURATION[deviceHardwareId]?.get(3)?.get(1)
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fittedAbs4 = gradient?.times(led4Average)?.plus(constant!!)!!
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_predictedDenovixRatio = fittedAbs3?.div(fittedAbs1!!)!!
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if (fittedAbs1!! <= fittedAbs2!!) {
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validationError = true
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activity?.runOnUiThread {
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binding.errorMessage.text = "Error: Invalid Test. Problem with de-oxygenation"
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binding.errorMessage.visibility = View.VISIBLE
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}
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}
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if (led1Average < 0 || led2Average < 0 || led3Average < 0 || led4Average < 0) {
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validationError = true
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activity?.runOnUiThread {
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binding.errorMessage.text = "Error: Negative Abs. Retake Blank Reading"
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binding.errorMessage.visibility = View.VISIBLE
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binding.errorMessage.visibility = View.VISIBLE
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}
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}
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}
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}
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@@ -455,11 +491,17 @@ class HemoCubeFragment : Fragment() {
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this.led2Average = led2Average
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this.led2Average = led2Average
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this.led3Average = led3Average
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this.led3Average = led3Average
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this.led4Average = led4Average
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this.led4Average = led4Average
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this.abs1 = fittedAbs1
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this.abs2 = fittedAbs2
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this.abs3 = fittedAbs3
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this.abs4 = fittedAbs4
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this.deviceRatio = deviceRatio
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this.deviceRatio = deviceRatio
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this.calculatedRatio = calculateRatio(deviceRatio)
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this.calculatedRatio = calculateRatio(deviceRatio)
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this.predictedDenovixRatio = _predictedDenovixRatio
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this.coefficients = currentDeviceData?.coefficients?.get(0)
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this.coefficients = currentDeviceData?.coefficients?.get(0)
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.toString() + ", " + currentDeviceData?.coefficients?.get(1).toString()
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.toString() + ", " + currentDeviceData?.coefficients?.get(1).toString()
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this.classificationResult = findResult(calculatedRatio)
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this.classificationResult = findResult(calculatedRatio)
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this.prdClassification = absorbanceBasedClassification(predictedDenovixRatio)
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hemoCubeViewModel.messages.postValue(this.classificationResult)
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hemoCubeViewModel.messages.postValue(this.classificationResult)
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this.resultData = deviceLog
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this.resultData = deviceLog
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if (!isUsingExistingBuffer) {
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if (!isUsingExistingBuffer) {
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@@ -519,6 +561,31 @@ class HemoCubeFragment : Fragment() {
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return "INVALID"
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return "INVALID"
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}
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}
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private fun absorbanceBasedClassification(predictedDenovixRatio: Double?): String {
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try {
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hemoCubeViewModel.messages.postValue("result classification")
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if (predictedDenovixRatio != null) {
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if (predictedDenovixRatio in 0.0..0.16)
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return "Normal"
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if (predictedDenovixRatio in 0.16..0.165)
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return "Negative Borderline"
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if (predictedDenovixRatio in 0.165..0.235)
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return "Sickle Cell Trait"
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if (predictedDenovixRatio in 0.235..0.24)
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return "Positive Borderline"
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if (predictedDenovixRatio in 0.24..1.0)
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return "Sickle Cell Disease"
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} else {
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return "INVALID"
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}
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} catch (e: Exception) {
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showToast("error while performing classification")
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Firebase.crashlytics.recordException(e)
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return "ERROR"
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}
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return "INVALID"
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}
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private fun showToast(message: String) {
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private fun showToast(message: String) {
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Toast.makeText(requireContext(), message, Toast.LENGTH_SHORT).show()
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Toast.makeText(requireContext(), message, Toast.LENGTH_SHORT).show()
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}
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}
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@@ -106,10 +106,16 @@ class HemoCubeViewModel @Inject constructor(
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testDetails?.led2Average = DataHolder.hemoCubeTestData?.led2Average
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testDetails?.led2Average = DataHolder.hemoCubeTestData?.led2Average
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testDetails?.led3Average = DataHolder.hemoCubeTestData?.led3Average
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testDetails?.led3Average = DataHolder.hemoCubeTestData?.led3Average
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testDetails?.led4Average = DataHolder.hemoCubeTestData?.led4Average
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testDetails?.led4Average = DataHolder.hemoCubeTestData?.led4Average
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testDetails?.abs1 = DataHolder.hemoCubeTestData?.abs1
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testDetails?.abs2 = DataHolder.hemoCubeTestData?.abs2
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testDetails?.abs3 = DataHolder.hemoCubeTestData?.abs3
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testDetails?.abs4 = DataHolder.hemoCubeTestData?.abs4
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testDetails?.deviceRatio = DataHolder.hemoCubeTestData?.deviceRatio
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testDetails?.deviceRatio = DataHolder.hemoCubeTestData?.deviceRatio
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testDetails?.predictedDenovixRatio = DataHolder.hemoCubeTestData?.predictedDenovixRatio
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testDetails?.calculatedRatio = DataHolder.hemoCubeTestData?.calculatedRatio
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testDetails?.calculatedRatio = DataHolder.hemoCubeTestData?.calculatedRatio
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testDetails?.coefficients = DataHolder.hemoCubeTestData?.coefficients
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testDetails?.coefficients = DataHolder.hemoCubeTestData?.coefficients
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testDetails?.classificationResult = DataHolder.hemoCubeTestData?.classificationResult!!
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testDetails?.classificationResult = DataHolder.hemoCubeTestData?.classificationResult!!
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testDetails?.prdClassification = DataHolder.hemoCubeTestData?.prdClassification.toString()
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}
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}
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private fun addResultTestToDb() {
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private fun addResultTestToDb() {
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