A medication inventory system may include a medication tray that includes partitions defining compartments. The medication tray has a tray identifier associated therewith, and each compartment is for storing a respective medication having a radio frequency identification (RFID) tag associated therewith. The system may include an RFID tag reader, and a processor and an associated memory configured to maintain in the memory a desired respective medication within each compartment based upon the tray identifier, and cooperate with the RFID tag reader to determine the respective medication within each compartment based upon the respective RFID tag. The processor and associated memory may also be configured to determine a discrepancy between the determined medication within each compartment and the desired respective medication within each compartment, and when so generate a display notification that includes a visual indicator corresponding to each compartment determined to have the discrepancy.

A medication inventory system may include a medication tray that includes partitions defining compartments. The medication tray has a tray identifier associated therewith, and each compartment is for storing a respective medication having a radio frequency identification (RFID) tag associated therewith. The system may include an RFID tag reader, and a processor and an associated memory configured to maintain in the memory a desired respective medication within each compartment based upon the tray identifier, and cooperate with the RFID tag reader to determine the respective medication within each compartment based upon the respective RFID tag. The processor and associated memory may also be configured to determine a discrepancy between the determined medication within each compartment and the desired respective medication within each compartment, and when so generate a display notification that includes a visual indicator corresponding to each compartment determined to have the discrepancy.

A method for preparing a credential package includes providing access to a credential record of a plurality of credential records stored in a database system. The credential record includes information identifying a credential candidate and credential information associated with the credential candidate. The method further comprising receiving a credential document associated with the credential information, receiving credential document information associated with the credential document, and storing the credential document in a distributed ledger system comprising a plurality of nodes.

A system for administering a medical fluid to a patient (P), comprises an infusion station (1) comprising a rack (10) and a control device (11), the rack (10) defining a multiplicity of slots (100), wherein the control device (11) is configured to synchronize reference patient data between infusion devices (2) attached to said multiplicity of slots (100), said reference patient data relating to a patient (P) to be administered with a medical fluid using the infusion station (1), and a new infusion device (2A) to be attached to one of said multiplicity of slots (100) of the rack (10). The control device (11) herein is configured, on the occasion of attaching the new infusion device (2A) to one of the multiplicity of slots (100) of the rack (10), to receive, from the new infusion device (2A), device patient data defined on the new infusion device (2A), and to update said reference patient data based on the device patient data dependent on an infusion status of the new infusion device (2A) and on an infusion status of the infusion station (1).

Systems and methods may be used to predict an applicable a hearing assistance device shell or model. For example, a method may include obtaining patient information, determining, using a machine learning trained model, a correlation between an input vector and each of a plurality of feature vectors corresponding to a plurality of hearing assistance device models, and ranking the plurality of hearing assistance device models based on respective correlations to the input vector. Information corresponding to a highest ranked hearing assistance device model may be output.

A sieve bed assembly monitoring system is disclosed. The system includes a sieve bed assembly including a canister having an intake; adsorbent material to produce oxygen enriched air from compressed air in a swing adsorption process; and an identification device including identification data for the sieve bed assembly, wherein the identification data is capable of uniquely identifying the sieve bed assembly. The system includes an oxygen concentrator having a retention mechanism to retain the sieve bed assembly, a compressor supplying compressed air to the intake of the canister, a controller, a transceiver and a reader operable to read the identification data from the identification device. The controller reads the identification data and transmits the read identification data via the transceiver. A remote external device receives the read identification data from transceiver.

A sieve bed assembly monitoring system is disclosed. The system includes a sieve bed assembly including a canister having an intake; adsorbent material to produce oxygen enriched air from compressed air in a swing adsorption process; and an identification device including identification data for the sieve bed assembly, wherein the identification data is capable of uniquely identifying the sieve bed assembly. The system includes an oxygen concentrator having a retention mechanism to retain the sieve bed assembly, a compressor supplying compressed air to the intake of the canister, a controller, a transceiver and a reader operable to read the identification data from the identification device. The controller reads the identification data and transmits the read identification data via the transceiver. A remote external device receives the read identification data from transceiver.

One embodiment provides a system for automatically generating and ranking search results matching a healthcare request, the system including: instructions to: retrieve, from at least one of a consumer device or a first provider device, one or more requests, each request associated with a healthcare service and including at least one criterion associated with the service; perform at least one of: requesting one or more bids from one or more second provider devices or retrieving one or more stored bids from a database of bids, the one or more requested or retrieved bids matching the healthcare service of the one or more requests; using a recommendation engine and the at least one criterion, generate a ranking of the one or more requested or retrieved bids; generate a graphical user interface including the one or more requested or retrieved bids; and output the graphical user interface.

A dental medical record device and a dental medical record method, in which: an image, such as a panoramic photo, a scan image, and a camera image of a patient's oral cavity, is received via artificial intelligence, and charting is performed using the artificial intelligence; and medical records for a treatment area can be read in association with a chart by clicking the treatment area in the image.

A method includes causing at least a portion of a knowledge graph representing ontological health related information to be presented on a display of a client device. The method further includes receiving, at an artificial intelligence engine, a medical query, wherein the medical query includes a plurality of strings of characters. The method further includes identifying, in the plurality of strings of characters, indicia comprising a phrase, a predicate, a keyword, a subject, an object, a cardinal, a number, a concept, or some combination thereof. The method further includes comparing the indicia to the knowledge graph to generate an answer responsive to the medical query. The method further includes causing the answer to be presented at the client device.