ThePigITProjectaimsatimprovingwelfa

ThePigITProjectaimsatimprovingwelfareandproductivityofslaughterpigsbyintegrationofvarious
sensorsystemsforalarmpurposes.Herewepresentanexploratoryanalysistoassessthepredictivevalueof
temperaturesensordatawithrespecttopenfoulinganddiarrhea.Werecordedthetemperatureattwo
locationsin8pensbetweenNovember2013andDecember2014.Asinglelogisticregressionmodelwas
madetoexpresstheprobabilityofeitherdiarrheaorfoulingperpenperday,andwasreducedviaback-
wardselimination.Thepredictiveperformanceswereevaluatedbytheareaunderthereceiveroperating
characteristicscurve(AUC).IndiscriminantpredictionofeithereventreachedanAUCof0.80.Similarper-
formanceswereseenwhenpredictingeachoftheeventsontheirownusingthesamemodel,withAUC
valuesat0.78and0.81fordiarrheaandfouling,respectively.Thus,temperatureinformationseemsto
providepredictivevalueinrelationtofoulinganddiarrhea.Itwouldbemeaningfultocombinethisin-
formationwithotheravailabledatabyusingmoreadvancedmodelstoachieveanoptimalpredictivepower.

ผลลัพธ์ (ไทย) 1:

ThePigITProjectaimsatimprovingwelfareandproductivityofslaughterpigsbyintegrationofvarioussensorsystemsforalarmpurposes Herewepresentanexploratoryanalysistoassessthepredictivevalueoftemperaturesensordatawithrespecttopenfoulinganddiarrhea Werecordedthetemperatureattwolocationsin8pensbetweenNovember2013andDecember2014.Asinglelogisticregressionmodelwasmadetoexpresstheprobabilityofeitherdiarrheaorfoulingperpenperday, andwasreducedviaback-wardselimination Thepredictiveperformanceswereevaluatedbytheareaunderthereceiveroperatingcharacteristicscurve(AUC) IndiscriminantpredictionofeithereventreachedanAUCof0.80.Similarper-formanceswereseenwhenpredictingeachoftheeventsontheirownusingthesamemodel, withAUCvaluesat0.78and0.81fordiarrheaandfouling ตามลำดับ ดังนั้น temperatureinformationseemstoprovidepredictivevalueinrelationtofoulinganddiarrhea Itwouldbemeaningfultocombinethisin-formationwithotheravailabledatabyusingmoreadvancedmodelstoachieveanoptimalpredictivepower

ผลลัพธ์ (ไทย) 3:

thepigitprojectaimsatimprovingwelfareandproductivityofslaughterpigsbyintegrationofvariousherewepresentanexploratoryanalysistoassessthepredictivevalueof sensorsystemsforalarmpurposes .werecordedthetemperatureattwo temperaturesensordatawithrespecttopenfoulinganddiarrhea .asinglelogisticregressionmodelwas locationsin8pensbetweennovember2013anddecember2014 .madetoexpresstheprobabilityofeitherdiarrheaorfoulingperpenperday andwasreducedviaback - ,thepredictiveperformanceswereevaluatedbytheareaunderthereceiveroperating wardselimination .characteristicscurve ( ยา ) indiscriminantpredictionofeithereventreachedanaucof0.80.similarper -formanceswereseenwhenpredictingeachoftheeventsontheirownusingthesamemodel withauc ,valuesat0.78and0.81fordiarrheaandfouling ตามลำดับ ดังนั้น temperatureinformationseemstoprovidepredictivevalueinrelationtofoulinganddiarrhea.itwouldbemeaningfultocombinethisin -formationwithotheravailabledatabyusingmoreadvancedmodelstoachieveanoptimalpredictivepower .