1. A method, comprising: conducting, by a device, a conversation with a patient; capturing, by the device, therapy interaction data during the conversation, the therapy interaction data including speech uttered by the patient; parsing, by the device, the captured therapy interaction data to identify one or more word occurrences; determining, by the device, one or more associations among the one or more word occurrences using a fuzzy association analysis and deep belief networks; determining, by the device and using fuzzy association propensity survival scoring, a propensity of the one or more associations based on a probability analysis that is based on patient data relating to a plurality of other patients, the patient data including control data that includes: data relating to one or more healthy patients, and data relating to one or more patients that have one or more diseases or health conditions; and determining, by the device and based on the propensity of the one or more associations, whether the patient has the one or more diseases or health conditions.
1. A method, comprising: conducting, by a device, a conversation with a patient; capturing, by the device, therapy interaction data during the conversation, the therapy interaction data including speech uttered by the patient; parsing, by the device, the captured therapy interaction data to identify one or more word occurrences; determining, by the device, one or more associations among the one or more word occurrences using a fuzzy association analysis and deep belief networks; determining, by the device and using fuzzy association propensity survival scoring, a propensity of the one or more associations based on a probability analysis that is based on patient data relating to a plurality of other patients, the patient data including control data that includes: data relating to one or more healthy patients, and data relating to one or more patients that have one or more diseases or health conditions; and determining, by the device and based on the propensity of the one or more associations, whether the patient has the one or more diseases or health conditions. 5. The method of claim 1 , wherein the captured therapy interaction data is parsed using a natural language model.