chief_complaints | paper Generating Contextual Embeddings for Emergency | Machine Learning library

 by   dchang56 Python Version: Current License: No License

kandi X-RAY | chief_complaints Summary

kandi X-RAY | chief_complaints Summary

chief_complaints is a Python library typically used in Healthcare, Healthcare Providers, Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Bert applications. chief_complaints has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

Repository for the paper Generating Contextual Embeddings for Emergency Department Chief Complaints using BERT (submitted to JAMIA). A clinical BERT model was trained on 1.8 million emergency department chief complaints to classify free-text chief complaints to provider-assigned labels (also known as presenting problems). This repository contains the code used for the project. Most notably, we provide a script predict.py and instructions for generating predictions for custom chief complaint datasets using our pretrained models.
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            kandi-support Support

              chief_complaints has a low active ecosystem.
              It has 6 star(s) with 0 fork(s). There are 1 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              chief_complaints has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of chief_complaints is current.

            kandi-Quality Quality

              chief_complaints has 0 bugs and 0 code smells.

            kandi-Security Security

              chief_complaints has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              chief_complaints code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              chief_complaints does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

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              chief_complaints releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              It has 1186 lines of code, 55 functions and 6 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed chief_complaints and discovered the below as its top functions. This is intended to give you an instant insight into chief_complaints implemented functionality, and help decide if they suit your requirements.
            • Evaluate the model
            • Convert examples to features
            • Truncate a sequence pair
            • Load and cache training examples
            • Runs the prediction on the given dataset
            • Return a list of input examples
            • Loads and cache the CommonComplaints
            • Convert words to features
            • Train the model
            • Evaluate a model
            • Returns a list of parameter groups
            • Perform a single step
            • Compute the output of each node
            • Wrapper for parallel_apply
            • Replicate the module
            • Get dev examples
            • Create input examples
            • Compute the metrics for a given task
            • Compute the simple accuracy and f1 score
            • Reads the labels from the data directory
            • Read JSON from file
            • Patch the replication callbacks
            • Execute replication callbacks
            • Save embeddings for train examples
            • Setup the argument parser
            • Load train examples from data dir
            Get all kandi verified functions for this library.

            chief_complaints Key Features

            No Key Features are available at this moment for chief_complaints.

            chief_complaints Examples and Code Snippets

            No Code Snippets are available at this moment for chief_complaints.

            Community Discussions

            QUESTION

            In html textarea tag automatic takes 4 spaces
            Asked 2019-Jul-13 at 14:34

            When click middle position of the HTML textarea tag , it automatic takes 4 space. I want,dont take any space in textarea.

            ...

            ANSWER

            Answered 2019-Jul-13 at 14:24

            According to the standard, the textarea element does not support the value attribute, instead of that everything between </code> and <code> belongs to the value of the text area. To get rid of any spaces and newlines you have to write without anything between the start and the end tag.

            Source https://stackoverflow.com/questions/57019938

            QUESTION

            Content overflow inside div
            Asked 2019-May-14 at 06:30

            I have a patient history form in my Laravel project. My content overflow under a div like below image.

            first image

            I have used overflow:hidden in css part. Then my content disappear like below image.

            second image

            Here is the html code

            ...

            ANSWER

            Answered 2019-May-14 at 06:30

            Give your div a CSS property like below

            Source https://stackoverflow.com/questions/56123515

            QUESTION

            DynamoDB Flask API : retrieve the result for particular item and iterate over the item
            Asked 2018-Jan-04 at 16:29

            Need help on how to retrieve the result from dynamodb and iterate over the result

            ...

            ANSWER

            Answered 2018-Jan-04 at 16:29

            Firstly, you have mentioned that it takes lot of time without mentioning how long (in msecs) it took. There are only two operations in the visits API.

            1) Dynamodb query to get the item. The Dynamodb Query API should not take more time as you are querying the table by partition key

            2) Loop through the array to find the userVisits by userVisitId. Typically, this iteration shouldn't make more time for the medium size array. Also, Dynamodb item size can be only 400 KB maximum. So, I presume that the iteration should not take more time.

            Still, if you think that the above solution takes more time. I would propose an alternate solution for the above data model.

            Please restructure the data model using the below table definition. So that you can query the table directly using the partition and range key in KeyConditionExpression.

            Partition Key : userID

            Range Key : userVisitId

            The alternate solution will eliminate the iteration step to match the userVisitId.

            Source https://stackoverflow.com/questions/48047474

            QUESTION

            Ruby On Rails - Undefined Method error
            Asked 2017-Nov-20 at 05:51

            I am trying to make it to where I create a patient and then I create a chief_complaint (using a different MVC) so that when I view the patient table index I will see their chief complaint. I have made a complaint_id as a foreign key in the patient table as seen in the schema file. However, I get the error below. Can anyone help me out?

            Error messages: undefined method `name' for nil:NilClass , NoMethodError in Patients#index

            ...

            ANSWER

            Answered 2017-Nov-19 at 04:45

            The following line contains the error:

            Source https://stackoverflow.com/questions/47373683

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install chief_complaints

            You can download it from GitHub.
            You can use chief_complaints like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            Please post an issue or email david.chang@yale.edu if you have any questions.
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