ALARM (A Logical Alarm Reduction Mechanism)

This dataset represents alarm message system for patient monitoring. It was introduced in Beinlich et al. (1989). Task: The dataset collection can be used to study causal discovery algorithms. Summary: Size of collection: 20,000 x 37Task: Causal DiscoveryData Type: CategoricalDataset Scope: StandaloneGround Truth: KnownTemporal Structure: NoLicense: TBDMissing Values: No Missingness Statement: There are no missing values. Collection: The alarm dataset contains the following 37 variables:CVP: Central venous pressure (LOW / NORMAL / HIGH)PCWP: Pulmonary capillary wedge pressure (LOW / NORMAL / HIGH)HIST: History (TRUE / FALSE)TPR: Total peripheral resistance (LOW / NORMAL / HIGH)BP: Blood pressure (LOW / NORMAL / HIGH)CO: Cardiac output (LOW / NORMAL / HIGH)HRBP: Heart rate / blood pressure (LOW / NORMAL / HIGH)HREK: Heart rate measured by an EKG monitor (LOW / NORMAL / HIGH)HRSA: Heart rate / oxygen saturation (LOW / NORMAL / HIGH)PAP: Pulmonary artery pressure (LOW / NORMAL / HIGH)SAO2: Arterial oxygen saturation (LOW / NORMAL / HIGH)FIO2: Fraction of inspired oxygen (LOW / NORMAL)PRSS: Breathing pressure (ZERO / LOW / NORMAL / HIGH)ECO2: Expelled CO2 (ZERO / LOW / NORMAL / HIGH)MINV: Minimum volume (ZERO / LOW / NORMAL / HIGH)MVS: Minimum volume set (LOW / NORMAL / HIGH)HYP: Hypovolemia (TRUE / FALSE)LVF: Left ventricular failure (TRUE / FALSE)APL: Anaphylaxis (TRUE / FALSE)ANES: Insufficient anesthesia/analgesia (TRUE / FALSE)PMB: Pulmonary embolus (TRUE / FALSE)INT: Intubation (NORMAL / ESOPHAGEAL / ONESIDED)KINK: Kinked tube (TRUE / FALSE)DISC: Disconnection (TRUE / FALSE)LVV: Left ventricular end-diastolic volume (LOW / NORMAL / HIGH)STKV: Stroke volume (LOW / NORMAL / HIGH)CCHL: Catecholamine (NORMAL / HIGH)ERLO: Error low output (TRUE / FALSE)HR: Heart rate (LOW / NORMAL / HIGH)ERCA: Electrocauter (TRUE / FALSE)SHNT: Shunt (NORMAL / HIGH)PVS: Pulmonary venous oxygen saturation (LOW / NORMAL / HIGH)ACO2: Arterial CO2 (LOW / NORMAL / HIGH)VALV: Pulmonary alveoli ventilation (ZERO / LOW / NORMAL / HIGH)VLNG: Lung ventilation (ZERO / LOW / NORMAL / HIGH)VTUB: Ventilation tube (ZERO / LOW / NORMAL / HIGH)VMCH: Ventilation machine (ZERO / LOW / NORMAL / HIGH) Files: alarm.csv: dataset