Abstract: Systems and methods for generating anonymized acoustic fingerprints. For a predetermined time interval, raw audio data associated with an environment can be captured and processed. Based on the captured raw audio data, a plurality of discrete data elements can be generated.

Abstract: A system and method for determining patient hospitalization risk and treating patients is disclosed. The system and method may include extracting patient data from one or databases corresponding to a pool of patients having end stage renal disease; using a predictive model with the extracted patient data to generate, for each of the patients, a respective expected probability for hospitalization within a predetermined time period; identifying a subset of patients having respective expected probabilities that are higher than other patients in the pool of patients; identifying, for each patient, at least one factor from the patient data that increased the expected probability of hospitalization; and based on the identified factors, determining and executing clinical interventions to lower the probability of hospitalization within the subset of the pool of patients.

Abstract: A method and system for determining a functionality level of dialysis patients for assessing parameters and timing of care. In one embodiment, the method includes extracting patient data from one or databases corresponding to a pool of patients having end stage renal disease (ESRD); using a predictive model with the extracted patient data to generate, for each of the patients in the pool of patients, a respective patient functional status score; identifying a subset of the pool of patients having a respective patient functional status score that is lower than a predetermined threshold value and/or a patient functional status score that is trending downwards; and based on the identified subset of the pool of patients, providing one or more treatment plans, wherein the treatment plans include at least one of (a) commencing one of an interventional treatment plan, or (b) commencing palliative and/or hospice care, or (c) combinations thereof.