Abstract: A method includes providing one or more instructions to perform a first action associated with administration of a medication; obtaining first data representing a capture of a patient performing the first action based on the one or more instructions as output by the output device; extracting information about movements of the patient from the first data; presenting an image configured to induce an emotional response in the patient; obtaining second data representing capture of the patient performing one or more microexpressions in response to presentation of the image; obtaining additional data including one or more of demographic information of the patient, information of a disease associated with the patient, or one or more characteristics of the medication; and based on the extracted information about the movements, the one or more microexpressions, and the additional data, determining a medical outcome including a progression of the disease in the patient.

Abstract: A system and method for training a system for monitoring administration of medication. The method includes the steps of a method for training a medication administration monitoring apparatus, comprising the steps of defining one or more predetermined medications and then acquiring information from one or more data sources of a user administering medication. A first network is trained to recognize a first step of a medication administration sequence, and then a second network is trained to recognize a second step of a medication administration sequence based upon the training of the first network.

Abstract: A method includes providing one or more instructions to perform a first action associated with administration of a medication; obtaining first data representing a capture of a patient performing the first action based on the one or more instructions; extracting information about movements of the patient from the first data; presenting an image configured to induce an emotional response in the patient; obtaining second data representing capture of the patient performing one or more microexpressions within 250 milliseconds of presentation of the image; obtaining additional data including one or more of demographic information of the patient, information of a disease associated with the patient, or one or more characteristics of the medication; and based on the extracted information about the movements, the one or more microexpressions, and the additional data, determining a medical outcome including a progression of the disease in the patient.

Abstract: A method, system and computer program for confirming proper medication amount for a medication injection apparatus. The computer program causes a computer to perform the steps of providing one or more instructions on a display of a computing device instructing placement of an injectable medication apparatus including an indication of an amount of medication to be injected by the injectable medication apparatus, imaging by an image capture one or more images of the injectable medication apparatus including the indication of the amount of medication, and comparing by a processor of the computing device through recognition of the indication of the amount of medication, the indicated amount to a predetermined amount. One or more additional instructions may be provided on the display of the computing device to change the indication of the amount of medication if it is determined that the recognized indicated amount does not match the predetermined amount.

Abstract: A method, system and computer program for confirming proper medication amount for a medication injection apparatus. The computer program causes a computer to perform the steps of providing one or more instructions on a display of a computing device instructing placement of an injectable medication apparatus including an indication of an amount of medication to be injected by the injectable medication apparatus, imaging by an image capture one or more images of the injectable medication apparatus including the indication of the amount of medication, and comparing by a processor of the computing device through recognition of the indication of the amount of medication, the indicated amount to a predetermined amount. One or more additional instructions may be provided on the display of the computing device to change the indication of the amount of medication if it is determined that the recognized indicated amount does not match the predetermined amount.

Abstract: A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Abstract: A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Abstract: A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Abstract: A method, system and computer program for confirming proper medication amount for a medication injection apparatus. The computer program causes a computer to perform the steps of providing one or more instructions on a display of a computing device instructing placement of an injectable medication apparatus including an indication of an amount of medication to be injected by the injectable medication apparatus, imaging by an image capture one or more images of the injectable medication apparatus including the indication of the amount of medication, and comparing by a processor of the computing device through recognition of the indication of the amount of medication, the indicated amount to a predetermined amount. One or more additional instructions may be provided on the display of the computing device to change the indication of the amount of medication if it is determined that the recognized indicated amount does not match the predetermined amount.

Abstract: A system and method for training a system for monitoring administration of medication. The method includes the steps of a method for training a medication administration monitoring apparatus, comprising the steps of defining one or more predetermined medications and then acquiring information from one or more data sources of a user administering medication. A first network is trained to recognize a first step of a medication administration sequence, and then a second network is trained to recognize a second step of a medication administration sequence based upon the training of the first network.

Abstract: A method, system and computer program for confirming proper medication amount for a medication injection apparatus. The computer program causes a computer to perform the steps of providing one or more instructions on a display of a computing device instructing placement of an injectable medication apparatus including an indication of an amount of medication to be injected by the in medication apparatus, imaging by an image capture one or more images of the injectable medication apparatus including the indication of the amount of medication, and comparing by a processor of the computing device through recognition of the indication of the amount of medication, the indicated amount to a predetermined amount. One or more additional instructions may be provided om the display of the computing device to change the indication of the amount of medication if it is determined that the recognized indicated amount does not match the predetermined amount.

Abstract: An apparatus for monitoring changes in symptoms of a patient is described. The apparatus includes a display for displaying information to a patient; a processing system configured to output to the display at least one of audio, video or both audio and video stimuli for eliciting a reaction in the patient; an audio and video capture device for capturing audio, video or both audio and video recordings of the patient performing an action as the stimuli is output by the display; a computer vision processor configured to determine from the audio, video or both audio and video recordings, one or more reactions of the patient in response to the stimuli and during a first period of time immediately after presentation of the stimuli to the patient, wherein the first period of time is less than 250 milliseconds.

Abstract: An apparatus for analyzing changes in symptoms of a patient is described.

Abstract: A system for user-initiated analysis of changes in symptoms of a patient is described. The system includes a storage device for storing data captured of a patient performing an action in response to a stimulus presented to the patient. The stimulus presented to the patient includes one or more instructions provided to the patient in accordance with monitoring of medication administration of the patient. The action performed in response to the stimulus presented to the patient includes the action of the patient performing a requested step indicative of proper medication administration and is indicative of a change in one or more symptoms associated with a disease and the overall progression of the disease, the storage device further storing one or more item selected from the group of: demographic information of the patient, disease progression information of the patient, and one or more medication characteristics of the medication subject to the medication administration monitoring process.

Abstract: A system and method for training a system for monitoring administration of medication. The method includes the steps of a method for training a medication administration monitoring apparatus, comprising the steps of defining one or more predetermined medications and then acquiring information from one or more data sources of a user administering medication. A first network is trained to recognize a first step of a medication administration sequence, and then a second network is trained to recognize a second step of a medication administration sequence based upon the training of the first network.

Abstract: A medication confirmation method and apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication by a video capture device, storing the captured one or more video sequences to a non-transitory memory, and analyzing at least one of the stored video sequences to determine one or more indications of suspicious activity on behalf of the user.

Abstract: A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Abstract: A medication confirmation method and apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication by a video capture device, storing the captured one or more video sequences to a non-transitory memory, and analyzing at least one of the stored video sequences to determine one or more indications of suspicious activity on behalf of the user.

Abstract: A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Abstract: A system and method for training a system for monitoring administration of medication. The method includes the steps of a method for training a medication administration monitoring apparatus, comprising the steps of defining one or more predetermined medications and then acquiring information from one or more data sources of a user administering medication. A first network is trained to recognize a first step of a medication administration sequence, and then a second network is trained to recognize a second step of a medication administration sequence based upon the training of the first network.