Abstract: A data-holistic optimized patient-physician technology (DH-OPPT) system, embodied in a set of one or more modular subsystems, may provide a unique approach to the clinical medical process to achieve enhanced efficiency and accuracy at many points throughout the end to end process of providing clinical medical care. Among other actions, the system may access conversation data that includes pairs of text passages from a dialog with a patient and then input the conversation data into a machine learning model trained to perform inference of medical conditions based on pairs of text passages. The trained machine learning model may output an inferred medical condition of the patient. The system may cause revision of an electronic health record of the patient based on the inferred medical condition.

Abstract: A dimmable light-emitting device, comprises a LED light source; a base assembly configured to fit a light-bulb socket, the base assembly comprising a hollow portion; a LED control circuit for dimming the LED light source, the LED control circuit entirely housed within the hollow portion.

Abstract: A dimmable light-emitting device, comprises a LED light source; a base assembly configured to fit a light-bulb socket, the base assembly comprising a hollow portion; a LED control circuit for dimming the LED light source, the LED control circuit entirely housed within the hollow portion.