Abstract: Methods and systems for automatically generating physician documents are provided. The methods and systems receive a transcript representing a clinical encounter between a patient and a clinician. The methods and systems analyze the transcript using a generative machine learning model to automatically generate a preliminary post patient encounter document that comprises patient information and information about the clinical encounter. The methods and systems generate, for display to the clinician, a graphical user interface (GUI) comprising the automatically generated preliminary post patient encounter document.

Abstract: A computer-implemented method for processing an audio recording includes obtaining the audio recording of an interaction. The computer-implemented method includes automatically transcribing the audio recording into computer-readable text. The computer-implemented method includes determining a set of artificial intelligence (AI) prompts corresponding to the interaction. The computer-implemented method includes providing the computer-readable text and the set of AI prompts to an AI engine. The computer-implemented method also includes receiving a set of analyses from the AI engine corresponding to the set of AI prompts. determining a feature of merit for the interaction based on the set of analyses. The computer-implemented method includes, in response to the feature of merit, selectively generating a notification and transmitting the notification using a selected communications channel.

Abstract: A method for subsurface radio communication includes transmitting voice data through a subsurface environment, by a transmitter of a radio transceiver. The voice data is received through the subsurface environment, by a receiver of the radio transceiver. A transceiver frequency of the radio transceiver is changed to an optimal transceiver frequency in response to a change to the subsurface environment. The transceiver frequency is one of a transmit frequency of the transmitter and a receive frequency of the receiver. A first impedance of a subwavelength antenna is matched to a second impedance of the transceiver in response to a difference between the first impedance and the second impedance exceeding an impedance mismatch value. The subwavelength antenna has a radiating length less than a transceiver wavelength of the radio transceiver operating in free-space at a maximum of the transceiver frequency.

Abstract: A method for subsurface radio communication includes transmitting voice data through a subsurface environment, by a transmitter of a radio transceiver. The voice data is received through the subsurface environment, by a receiver of the radio transceiver. A transceiver frequency of the radio transceiver is changed to an optimal transceiver frequency in response to a change to the subsurface environment. The transceiver frequency is one of a transmit frequency of the transmitter and a receive frequency of the receiver. A first impedance of a subwavelength antenna is matched to a second impedance of the transceiver in response to a difference between the first impedance and the second impedance exceeding an impedance mismatch value. The subwavelength antenna has a radiating length less than a transceiver wavelength of the radio transceiver operating in free-space at a maximum of the transceiver frequency.

Abstract: A flight training hood that can be collapsed for compact storage. A spring member can quickly restore the flight training hood to its pre-collapsed position ready for use.