Abstract: One example method for biomarker detection in digitized pathology samples includes receiving a plurality of image patches corresponding to an image of a pathology slide having a hematoxylin and eosin-stained (“H&E”) stained sample of tissue, each image patch representing a different portion of the image; for each image patch, determining, using a first trained machine learning (“ML”) model, a patch biomarker status; and determining, using a second trained ML model, a tissue sample biomarker status for the sample of tissue based on the patch biomarker statuses of the image patches.

Abstract: Text input data for an electronic record may be aggregated and mapped to create composite text input data. A semantic event in the composite text input data may be automatically detected, and a text mining result database may be updated by adding an entry identifying the detected semantic event and a triggering semantic rule. An indication of the electronic record may then be transmitted to a back-end application computer server that also determines at least one parameter corresponding to a characteristic of the electronic record. The computer server may then execute a computerized predictive model to predict a future performance characteristic indicator for the electronic record based on the at least one parameter and the indication received from the text mining platform, wherein the future performance characteristic indicator is indicative of a likelihood of an actual value of the electronic record differing from a predicted value of the electronic record.

Abstract: Text input data for an electronic record may be aggregated and mapped to create composite text input data. A semantic event in the composite text input data may be automatically detected, and a text mining result database may be updated by adding an entry identifying the detected semantic event and a triggering semantic rule. An indication of the electronic record may then be transmitted to a back-end application computer server that also determines at least one parameter corresponding to a characteristic of the electronic record. The computer server may then execute a computerized predictive model to predict a future performance characteristic indicator for the electronic record based on the at least one parameter and the indication received from the text mining platform, wherein the future performance characteristic indicator is indicative of a likelihood of an actual value of the electronic record differing from a predicted value of the electronic record.

Abstract: A method of generating context-specific content from a database system for display in a user interface of a personal information management (PIM) application is provided. The method comprises receiving, by a database server, user selection of one or more database applications from a requesting user to generate context-specific content customized by the requesting user for display in a PIM application user interface. The method further comprises generating, using the user-selected database applications, user-customized context-specific content and transmitting to the PIM application, by the database server, the user-customized context-specific content for display in the PIM application user interface along with a PIM message. The user-customized context-specific content is relevant to the PIM message. Related apparatus, systems, techniques and articles are also described.

Abstract: Text input data for an electronic record may be aggregated and mapped to create composite text input data. A semantic event in the composite text input data may be automatically detected, and a text mining result database may be updated by adding an entry identifying the detected semantic event and a triggering semantic rule. An indication for the electronic record may then be transmitted to a back-end application computer server that also determines at least one parameter corresponding to a characteristic of the electronic record. The computer server may then execute a computerized predictive model to predict a future performance characteristic indicator for the electronic record based on the at least one parameter and the indication received from the text mining platform, wherein the future performance characteristic indicator is indicative of a likelihood of an actual value of the electronic record differing from a predicted value of the electronic record.

Abstract: Methods and systems are provided for debugging application code in an on-demand multi-tenant database system. One exemplary method involves an application server receiving a request associated with application code in a database from a client device via a network, verifying that debugging associated with the request does not violate a debugging utilization criterion, and after verifying that debugging associated with the request does not violate the debugging utilization criterion, accessing the application code in the database in conjunction with the request.

Abstract: A method of generating context-specific content from a database system for display in a user interface of a personal information management (PIM) application is provided. The method comprises receiving, by a database server, user selection of one or more database applications from a requesting user to generate context-specific content customized by the requesting user for display in a PIM application user interface. The method further comprises generating, using the user-selected database applications, user-customized context-specific content and transmitting to the PIM application, by the database server, the user-customized context-specific content for display in the PIM application user interface along with a PIM message. The user-customized context-specific content is relevant to the PIM message. Related apparatus, systems, techniques and articles are also described.

Abstract: Text input data for an electronic record may be aggregated and mapped to create composite text input data. A semantic event in the composite text input data may be automatically detected, and a text mining result database may be updated by adding an entry identifying the detected semantic event and a triggering semantic rule. An indication for the electronic record may then be transmitted to a back-end application computer server that also determines at least one parameter corresponding to a characteristic of the electronic record. The computer server may then execute a computerized predictive model to predict a future performance characteristic indicator for the electronic record based on the at least one parameter and the indication received from the text mining platform, wherein the future performance characteristic indicator is indicative of a likelihood of an actual value of the electronic record differing from a predicted value of the electronic record.

Abstract: Methods and systems are provided for debugging application code in an on-demand multi-tenant database system. One exemplary method involves an application server receiving a request associated with application code in a database from a client device via a network, verifying that debugging associated with the request does not violate a debugging utilization criterion, and after verifying that debugging associated with the request does not violate the debugging utilization criterion, accessing the application code in the database in conjunction with the request.

Abstract: A foam generating system is disclosed that includes a liquid source providing liquid including at least one of water, an additive and a foaming agent. The system further includes a compressed gas source and a manifold coupled with the liquid source to receive liquid therefrom. A pressure control valve controls pressure of liquid flowing from the liquid source to the manifold and a plurality of foam generators fluidly coupled with the manifold. A control system is electrically coupled to the pressure control valve and each foam generator. In one implementation, the control system operates each of the foam generators to provide a first flow control state for a first type of foam output, a second flow control state for a second type of foam output and a water flow control state for liquid.

Abstract: Systems, methods and computer-readable media are disclosed for performing various filtering operations and selection processing on healthcare claim transaction data associated with a plurality of healthcare claim transactions. The filtering operations may include a first filtering operation to identify healthcare claim transactions reimbursed at a loss and a second filtering operation to further identify those transactions reimbursed at a MAC rate below cost. The selection processing may be performed to identify, from among the filtered healthcare claim transactions and based at least in part on one or more selection parameter thresholds, those transactions that are suitable candidates for MAC rate appropriateness review by a claims processor.

Abstract: Heat isolation apparatus for capturing a specific area of heat-shrinkable plastic film used for packaging objects suitable for packaging as a heat-shrinkable package to prevent heat from reaching a specific area of the heat-shrinkable plastic film; a slotted track for transporting the heat-shrinkable plastic film and object to be packaged throughout the heat isolation apparatus; means for inserting the heat-shrinkable plastic film in an area of the heat isolation apparatus for capturing a portion of the heat-shrinkable plastic film that forms a designated area removed from the application of heat; means for propelling the heat-shrinkable plastic film and object to be packaged through the heat isolation apparatus; heat tunnel means for applying heat to the heat-shrinkable plastic film surrounding the object to be packaged and not to the plastic film captured by the apparatus; the means for propelling moving the object and heat-shrinkable plastic film to the heat tunnel; and means for securely capturing the des

Abstract: Apparatus for producing heat-shrinkable packaging with an integrated hand-hold with a circuitous path extending from an input loading/unloading zone, a section where the open portion of a heat-shrinkable bag is sealed shut and creating a container in which an object is enclosed, a section in which heat is applied directly to exposed areas of the plastic film of the package for sealing the package, and a section of path enabling the package to cool; trolley apparatus for supporting the package and engaging the circuitous path for movement of the package along the circuitous path; and protrusions positioned along the circuitous path for propelling the device along the designated track route.

Abstract: The combination of a personal portable communications device having an audio output intended for use when proximate to a user's ear, and a physically separable accessory to amplify the audio output of the communications device for remote reception. The accessory comprises a bending wave panel-form acoustic radiator, and the communications device has a vibration transducer for coupling to the radiator to drive bending wave energy into the radiator to produce an acoustic output therefrom.

Abstract: A drying cylinder comprises a cylindrical shell with head members at either end and is mounted for rotation about its central longitudinal axis. A gas fired burner assembly is mounted in the interior of the cylinder and comprises a plurality of burner segments which transmit heat to the shell by infrared radiation. The heat output of the burner segments are controllable as an assembly in unison or individually.