6MWD	6-minutewalkingdistance
AA	AggregatedAccuracy
AdaBoost	AdaptiveBoosting
ADR	AdverseDrugReactions
AG	AnionGap
ANN	ArtificialNeuralNetwork
APACHE	AcutePhysiologyandChronicHealthEvaluation
ATC	AcuteTraumaticCoagulopathy
AUC	AreaUndertheCurve
AUPRCorPRAUC	AreaUnderthePrecisionRecallCurve
AUROC	AreaUndertheCurveofReceiverOperatingCharacteristic
BA	BalancedAccuracy
BE	BaseExcess
BIDMC	BethIsraelDeaconessMedicalCenter
BSI	bloodstreaminfection
Bt	Bootstrapping
Ca	Cardiology
CART	ClassificationandRegressionTree
CERT	ComparisonofExtremeLaboratoryTest
CFS	CorrelationbasedFeatureSelection
Ch	Characterization
Cl	Clusterisation
CLEAR	ComparisonofExtremeAbnormalityRatio
CP	CheckingProportion
CPH	CoxProportionalHazard
Cr	Creatinine
CURB-65	confusion,urea,respiratoryrate,bloodpressure,>65years
CV	Cross-validation
DBP	DiastolicBloodPressure
De	Detection
Dg	Diagnosis
DL	DeepLearning
DT	DecisionTree
DT-J48	DecisionTreeJ48
EF	EjectionFraction
EHR	ElectronicHealthRecords
EM	EmergencyMedicine
EMPICU	EarlyMortalityPredictionforIntensiveCareUnitpatients
En	Endocrinology
ESA	erythropoiesisstimulatingagents
ESRD	End-StageRenalDisease
EWS	earlywarningsystem
EWSORA	EntropyWeightedScore-basedOptimalRankingAlgorithm
F1	Fscore
FN	FalseNegative
FNR	FalseNegativeRate
FP	FalsePositive
FPR	FalsePositiveRate
FU	Followup
GA	GeneticAlgorithm
GBC	gradientboostingclassifier
GBDTorGDBT	GradientBoostingDecisionTree
GBT	GradientBoostedTree
GCS	GlasgowComaScale
GLM	GeneralizedLinearModels
GS	GunmaScore
HbA1c	GlycatedHaemoglobin
HFMD	Hand-Foot-MouthDisease
IC	IntensiveCare
ICH	intracerebralhaemorrhage
ICU	IntensiveCareUnit
ID	InfectiousDisease
IDI	IntegratedDiscriminationImprovement
IM	InternalMedicine
KD	Kawasakidisease
KNN	K-nearestneighbours
KS	KurumeScore
LASSO	LogisticRegressionwithleastabsoluteshrinkageandselectionoperator
LFA	LateralFlowAssay
LGB	LightGradientBoosting
LiR	LinearRegression
LM	LaboratoryMedicine
LoR	LogisticRegression
LSTM	LongShort-TermMemory
MCC	MatthewsCorrelationCoefficient
MEWS	ModifiedEarlyWarningScore
ML	machinelearning
MLP	Multi-LayerPerceptron
NA	NotAvailable
NB	NaïveBayes
Ne	Nephrology
NE	NotEvaluable
NEWS	NationalEarlyWarningScore
NLR	NegativeLikelihoodRatio
NN	NeuralNetwork
NNE	numberofincidentcasesonewouldneedtoevaluatetodetectonerecurrence
NN-MLP	NeuralNetworkMultilayerPerceptrons
NPV	negativepredictivevalue
NRI	netreclassificationimprovement
Ns	Neurosurgery
NT-proBNP	N-terminalpro–brain-typenatriureticpeptide
Ob	Obstetrics
On	Oncology
OOB	Out-of-Bagerrorestimation
OS	OsakaScore
OSO	orderstatusonly
OSR	orderstatusandresults
PACE	PrescriptionpatternAroundClinicalEvent
PART	ProjectiveAdaptiveResonanceTheory
PC	Prospectivecohort
Pd	Paediatry
PFS	Progression-freesurvival
Pg	Prognosis
Ph	Pharmacology
PLR	PositiveLikelihoodRatio
PPV	PositivePredictiveValue
PS	PaediatricSurgery
PSI	PneumoniaSeverityIndex
PSO	ParticleSwarmOptimization
qSOFA	quickSepsis-relatedOrganFailureAssessment
R2	Nagelkerke’spseudo-R2
RBC	RedBloodCell
RC	RetrospectiveCohort
Rch	Research
Re	Regression
RF	RandomForest
RHCC	RambamHealthCareCampus
RI	relativeimportance
RMSEV	RootMeanSquareErrorValues
RNN	RecurrentNeuralNetwork
RNN-LSTM	RecurrentNeuralNetwork-LongShort-TermMemory
RT-PCR(Agr-PCR)	Real-timereversetranscriptionpolymerasechainreaction
SAPS	SimplifiedAcutePhysiologyScore
SAPS-II	SimplifiedAcutePhysiologyScoreII
SI	ShockIndex
SMOTE	SyntheticMinorityOversamplingTechnique
SOFA	SequentialOrganFailureAssessment
SVM	SupportVectorMachine
TBil	TotalBilirubin
Th	Therapy
TN	TrueNegative
TNR	TrueNegativeRate
TP	TruePositive
TPR	TruePositiveRate
Ur	Urology
ViEWS	VitalPACEarlyWarningScore
VS	ValidationSet
WBC	WhiteBloodCell
WBIT	WrongBloodinTube
XGBorXGBoost	eXtremeGradientBoosting
XGBT	eXtremeGradientBoostingTrees