Model: GT - GT-DeepCOVID

    Name: DeepCOVID
    Abbreviation: GT-DeepCOVID
    Owner: covid19hub
    Team name: GT
    Description: Data-driven approach based on deep learning for forecasting mortality and hospitalizations using syndromic, clinical, demographic, and mobility.
    Contributors: B. Aditya Prakash (Georgia Institute of Technology) <badityap@cc.gatech.edu>, Alexander Rodriguez (Georgia Institute of Technology), Jiaming Cui (Georgia Institute of Technology), Anika Tabassum (Virginia Tech), Bijaya Adhikari (University of Iowa/Virginia Tech), Full Team <deep-covid@lists.gatech.edu>
    License: Creative Commons Attribution 4.0
    Notes: primary
    Citation: https://ojs.aaai.org/index.php/AAAI/article/view/17808
    Methods: May 11 - This data-driven deep learning model learns the dependence of hospitalization and mortality rate on various detailed syndromic, demographic, mobility and clinical data (such as increase in positive Covid tests etc) from historical data. The learned model is then used to predict mortality and hospitalization at various points in future. To compensate for the effects of noise (in data and initialization), the model is bootstrapped on several subsamples and then aggregated. The model also propagates uncertainties in the data to show the confidence intervals in the forecasts.
    Home: https://deepcovid.github.io/
    Auxiliary data: Missing

    Forecasts (75)

    Timezero Data Source Upload Time Issued at Version
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    2020-05-04 2020-05-04-GT-DeepCOVID.csv 2020-05-13 17:17:25 UTC 2020-05-13 12:00:00 UTC
    2020-05-11 2020-05-11-GT-DeepCOVID.csv 2020-05-13 17:17:17 UTC 2020-05-13 12:00:00 UTC
    2020-05-18 2020-05-18-GT-DeepCOVID.csv 2020-05-19 02:32:10 UTC 2020-05-19 12:00:00 UTC
    2020-05-25 2020-05-25-GT-DeepCOVID.csv 2020-05-26 00:13:55 UTC 2020-05-26 12:00:00 UTC
    2020-06-01 2020-06-01-GT-DeepCOVID.csv 2020-06-01 21:49:20 UTC 2020-06-01 12:00:00 UTC
    2020-06-08 2020-06-08-GT-DeepCOVID.csv 2020-06-09 19:34:51 UTC 2020-06-09 12:00:00 UTC
    2020-06-15 2020-06-15-GT-DeepCOVID.csv 2020-06-15 20:16:17 UTC 2020-06-15 12:00:00 UTC
    2020-06-22 2020-06-22-GT-DeepCOVID.csv 2020-06-22 22:11:54 UTC 2020-06-22 12:00:00 UTC
    2020-06-29 2020-06-29-GT-DeepCOVID.csv 2020-06-29 21:41:55 UTC 2020-06-29 12:00:00 UTC
    2020-07-06 2020-07-06-GT-DeepCOVID.csv 2020-07-07 13:44:18 UTC 2020-07-07 12:00:00 UTC
    2020-07-13 2020-07-13-GT-DeepCOVID.csv 2020-07-14 04:08:46 UTC 2020-07-14 12:00:00 UTC
    2020-07-20 2020-07-20-GT-DeepCOVID.csv 2020-07-21 03:27:06 UTC 2020-07-21 12:00:00 UTC
    2020-07-27 2020-07-27-GT-DeepCOVID.csv 2020-07-28 01:04:27 UTC 2020-07-28 12:00:00 UTC
    2020-08-03 2020-08-03-GT-DeepCOVID.csv 2020-08-04 01:18:01 UTC 2020-08-04 12:00:00 UTC
    2020-08-10 2020-08-10-GT-DeepCOVID.csv 2020-08-11 00:41:05 UTC 2020-08-11 12:00:00 UTC
    2020-08-17 2020-08-17-GT-DeepCOVID.csv 2020-08-19 06:19:11 UTC 2020-08-19 12:00:00 UTC
    2020-08-24 2020-08-24-GT-DeepCOVID.csv 2020-08-25 00:47:38 UTC 2020-08-25 12:00:00 UTC
    2020-08-31 2020-08-31-GT-DeepCOVID.csv 2020-09-01 00:50:27 UTC 2020-09-01 12:00:00 UTC
    2020-09-07 2020-09-07-GT-DeepCOVID.csv 2020-09-08 01:30:50 UTC 2020-09-08 12:00:00 UTC
    2020-09-14 2020-09-14-GT-DeepCOVID.csv 2021-01-12 21:20:58 UTC 2020-09-14 12:00:00 UTC 1 of 2
    2020-09-14 2020-09-14-GT-DeepCOVID.csv 2020-09-16 18:24:03 UTC 2020-09-16 12:00:00 UTC 2 of 2
    2020-09-21 2020-09-21-GT-DeepCOVID.csv 2020-09-22 01:01:44 UTC 2020-09-22 12:00:00 UTC
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    2020-10-05 2020-10-05-GT-DeepCOVID.csv 2020-10-06 12:48:14 UTC 2020-10-06 12:00:00 UTC
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    2020-10-19 2020-10-19-GT-DeepCOVID.csv 2020-10-20 18:47:23 UTC 2020-10-20 12:00:00 UTC
    2020-10-26 2020-10-26-GT-DeepCOVID.csv 2020-10-27 01:33:37 UTC 2020-10-27 12:00:00 UTC
    2020-11-02 2020-11-02-GT-DeepCOVID.csv 2020-11-03 01:00:28 UTC 2020-11-03 12:00:00 UTC
    2020-11-09 2020-11-09-GT-DeepCOVID.csv 2021-01-12 21:21:42 UTC 2020-11-09 12:00:00 UTC 1 of 2
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    2020-11-30 2020-11-30-GT-DeepCOVID.csv 2020-12-01 00:39:33 UTC 2020-11-30 12:00:00 UTC
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    2020-12-21 2020-12-21-GT-DeepCOVID.csv 2020-12-21 18:31:42 UTC 2020-12-21 12:00:00 UTC
    2020-12-28 2020-12-28-GT-DeepCOVID.csv 2020-12-29 06:36:54 UTC 2020-12-29 12:00:00 UTC
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    2021-07-05 2021-07-05-GT-DeepCOVID.csv 2021-07-06 00:43:33 UTC 2021-07-06 00:43:33 UTC
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    2021-08-02 2021-08-02-GT-DeepCOVID.csv 2021-08-03 00:58:39 UTC 2021-08-03 00:58:39 UTC
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    2021-06-02 (No data)
    2021-06-06 (No data)
    2021-06-05 (No data)
    2021-06-07 2021-06-07-GT-DeepCOVID.csv 2021-06-08 01:59:22 UTC 2021-06-08 01:59:22 UTC
    2021-06-08 (No data)
    2021-06-09 (No data)
    2021-06-10 (No data)
    2021-06-11 (No data)
    2021-06-13 (No data)
    2021-06-14 2021-06-14-GT-DeepCOVID.csv 2021-06-15 00:49:53 UTC 2021-06-15 00:49:53 UTC
    2021-06-16 (No data)
    2021-06-18 (No data)
    2021-06-17 (No data)
    2021-06-19 (No data)
    2021-06-20 (No data)
    2021-06-21 2021-06-21-GT-DeepCOVID.csv 2021-06-22 01:07:41 UTC 2021-06-22 01:07:41 UTC
    2021-06-22 (No data)
    2021-08-15 (No data)
    2021-08-11 (No data)
    2021-08-14 (No data)
    2021-08-17 (No data)
    2021-08-20 (No data)
    2021-06-23 (No data)
    2021-06-24 (No data)
    2021-06-25 (No data)
    2021-06-27 (No data)
    2021-06-28 2021-06-28-GT-DeepCOVID.csv 2021-06-29 01:34:17 UTC 2021-06-29 01:34:17 UTC
    2021-08-25 (No data)
    2021-08-29 (No data)
    2021-09-05 (No data)
    2021-09-20 2021-09-20-GT-DeepCOVID.csv 2021-09-20 18:41:07 UTC 2021-09-20 18:41:07 UTC