Abstract: A wearable device includes at least one soft actuator body incorporated into the device and defining a chamber. A fluid connector is positioned and configured to provide a path for fluid flow into and out of the chamber. A control system is connected with the soft actuator body and comprises a pneumatic or hydraulic pump, valves, and a microcontroller and is configured to control fluid flow through the fluid connector into and out of the chamber to produce at least one actuation motion selected from bending, extending, stiffening, expansion, contraction, twisting, and combinations thereof in the soft actuator body. At least one sensor, including a motion sensor, is incorporated into the device and is in communication with the microcontroller, which is configured to control the fluid flow based on communications from the at least one sensor, including the motion sensor, and to thereby control actuation of the soft actuator body.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system can include a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column can include column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base can include base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms can move independently from each other and include multiple arm segments. Each arm segment can provide an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A multi-segment reinforced actuator includes (a) a soft actuator body that defines a chamber and (b) a plurality of distinct reinforcement structures on or in respective segments of the soft actuator body. First and second reinforcement structures are respectively configured to produce a first and second actuation motions, respectively, in first and second segments of the soft actuator body when fluid flows into or out of the chamber. The actuation motions are selected bending, extending, expansion, contraction, twisting, and combinations thereof; and the first actuation motion differs from the second actuation motion. The actuator can be used, e.g., to facilitate bending of the thumb with corresponding bending, extending, expansion, contraction, and twisting actuation motions.

Abstract: Systems and methods for implementing machine-learning models for optimizing medical workflow are described herein. In some variations, a computer-implemented method may include optimizing an ovarian stimulation workflow for a medical establishment having a group of patients. The methods may include making per-patient predictions for the group of patients, such as individual egg outcome predictions or predicting individual trigger day probability predictions, and, based on the per-patient predictions and one or more predictive models, making group predictions for the group of patients, such as a total number of eggs retrieved prediction or a total egg retrieval day probability prediction. The predictions may be made over a future timeframe such as a future day or set of future days. Also described herein are methods for optimizing ovarian stimulation for a patient, including predicting an optimal dose of ovarian stimulation to administer to the patient.

Abstract: Systems and methods for implementing machine-learning models for ovarian stimulation is described herein. In some variations, a computer-implemented method may include optimizing an ovarian stimulation process may include receiving patient-specific data associated with a patient, and predicting an egg outcome for the patient for each of a plurality of treatment options for an ovarian stimulation process based on at least one predictive model and the patient-specific data, where the at least one predictive model is trained using prior patient-specific data associated with a plurality of prior patients.

Abstract: Systems and methods for predicting viability of one or more embryos is described herein. In some variations, a method may include receiving a single image of the embryo via a real-time communication link with an image capturing device and generating a viability score for the embryo by classifying the single image via at least one convolutional neural network. In some variations, a method may include receiving a plurality of single images, where each single image depicts a different respective embryo of a plurality of embryos, generating a viability score for each embryo by classifying each single image via at least one convolutional neural network, and ranking the plurality of embryos based on the viability scores for the plurality of embryos.

Abstract: Systems and methods for implementing machine-learning models for ovarian stimulation is described herein. In some variations, a computer-implemented method may include optimizing an ovarian stimulation process may include receiving patient-specific data associated with a patient, and predicting an egg outcome for the patient for each of a plurality of treatment options for an ovarian stimulation process based on at least one predictive model and the patient-specific data, where the at least one predictive model is trained using prior patient-specific data associated with a plurality of prior patients.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system can include a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column can include column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base can include base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms can move independently from each other and include multiple arm segments. Each arm segment can provide an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: Systems and methods for implementing machine-learning models for ovarian stimulation is described herein. In some variations, a computer-implemented method may include optimizing an ovarian stimulation process may include receiving patient-specific data associated with a patient, and predicting an egg outcome for the patient for each of a plurality of treatment options for an ovarian stimulation process based on at least one predictive model and the patient-specific data, where the at least one predictive model is trained using prior patient-specific data associated with a plurality of prior patients.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms move independently from each other and include a multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A multi-segment reinforced actuator includes (a) a soft actuator body that defines a chamber and (b) a plurality of distinct reinforcement structures on or in respective segments of the soft actuator body. First and second reinforcement structures are respectively configured to produce a first and second actuation motions, respectively, in first and second segments of the soft actuator body when fluid flows into or out of the chamber. The actuation motions are selected bending, extending, expansion, contraction, twisting, and combinations thereof; and the first actuation motion differs from the second actuation motion. The actuator can be used, e.g., to facilitate bending of the thumb with corresponding bending, extending, expansion, contraction, and twisting actuation motions.

Abstract: A multi-segment reinforced actuator includes (a) a soft actuator body that defines a chamber and (b) a plurality of distinct reinforcement structures on or in respective segments of the soft actuator body. First and second reinforcement structures are respectively configured to produce a first and second actuation motions, respectively, in first and second segments of the soft actuator body when fluid flows into or out of the chamber. The actuation motions are selected bending, extending, expansion, contraction, twisting, and combinations thereof; and the first actuation motion differs from the second actuation motion. The actuator can be used, e.g., to facilitate bending of the thumb with corresponding bending, extending, expansion, contraction, and twisting actuation motions.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms move independently from each other and include a multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms move independently from each other and include a multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A multi-segment reinforced actuator includes (a) a soft actuator body that defines a chamber and (b) a plurality of distinct reinforcement structures on or in respective segments of the soft actuator body. First and second reinforcement structures are respectively configured to produce a first and second actuation motions, respectively, in first and second segments of the soft actuator body when fluid flows into or out of the chamber. The actuation motions are selected bending, extending, expansion, contraction, twisting, and combinations thereof; and the first actuation motion differs from the second actuation motion. The actuator can be used, e.g., to facilitate bending of the thumb with corresponding bending, extending, expansion, contraction, and twisting actuation motions.

Abstract: A multi-segment reinforced actuator includes (a) a soft actuator body that defines a chamber and (b) a plurality of distinct reinforcement structures on or in respective segments of the soft actuator body. First and second reinforcement structures are respectively configured to produce a first and second actuation motions, respectively, in first and second segments of the soft actuator or body when fluid flows into or out of the chamber. The actuation motions are selected bending, extending, expansion, contraction, twisting, and combinations thereof; and the first actuation motion differs from the second actuation motion. The actuator can be used, e.g., to facilitate bending of the thumb with corresponding bending, extending, expansion, contraction, and twisting actuation motions.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms move independently from each other and include a multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both, the robotic arms move independently from each other and include multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the system may position the robotic arms into numerous configurations to access different parts of a patient's body. The surgical bed may include a swivel segment that rotates laterally on the plane of the bed.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The surgical robotics system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both configurations, the robotic arms move independently from each other and include a multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the surgical robotics system may position the robotic arms into numerous configurations to access different parts of a patient's body.

Abstract: A surgical robotics system with robotic arms is configurable to perform a variety of surgical procedures. The system includes a table, column, base, and robotic arms that are either column-mounted, rail-mounted, or mounted on a separate unit. In a column-mounted configuration, the column includes column rings that translate vertically and rotate about the column. The robotic arms are attached to the column rings. In a rail-mounted configuration, the base includes base rails that translate along the base. The robotic arms are attached to the base rails. In both, the robotic arms move independently from each other and include multiple arm segments. Each arm segment provides an additional degree of freedom to the robotic arm. Thus, the system may position the robotic arms into numerous configurations to access different parts of a patient's body. The surgical bed may include a swivel segment that rotates laterally on the plane of the bed.