Initial Model for USA CoVID-19 Resurgence
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Abstract
Early CoVID-19 growth obeys: , with K o = [(ln 2)/( t dbl )], where t dbl is the pandemic growth doubling time . Given , the daily number of new CoVID-19 cases is . Implementing society-wide Social Distancing increases the t dbl doubling time , and a linear function of time for t dbl was used in our Initial Model : to describe these changes, where the [t]-axis is time-shifted from the –axis back to the pandemic start, and G o ≡ [ K A / γ o ]. While this N o [t] successfully modeled the USA CoVID-19 progress from 3/2020 to 6/2020, this equation could not easily model some quickly decreasing ρ [ t ] cases (“ fast pandemic shutoff “), indicating that a second process was involved. This situation was most evident in the initial CoVID-19 data from China, South Korea , and Italy . Modifying Z o [ t ] to allow exponential cutoffs: resulted in an Enhanced Initial Model (EIM) that significantly improved data fits for these cases.
After 6/2020, many regions of the USA “ opened up ”, loosening their Social Distancing requirements, which led to a sudden USA CoVID-19 Resurgence . Extrapolating the USA N o [ t ] 3/2020-6/2020 results to 9/2020 as an Initial Model Baseline (IMB) , and subtracting this IMB from the newer USA data gives a Resurgence Only function, which is analyzed here. This USA CoVID-19 Resurgence function differs significantly from the N o [t] IMB functional form, but it was well-modeled by the N A [ t ] fast pandemic shutoff function. These results indicate that: (a) the gradual increase in t dbl doubling time from society-wide shut-downs is likely due to eliminating of a large number of population gathering points that could have enabled CoVID-19 spread; and (b) having a non-zero δ o fast pandemic shutoff is likely due to more people wearing masks more often [with 12 Figures ].
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SciScore for 10.1101/2020.09.16.20196063: (What is this?)
Please note, not all rigor criteria are appropriate for all manuscripts.
Table 1: Rigor
Institutional Review Board Statement not detected. Randomization not detected. Blinding not detected. Power Analysis not detected. Sex as a biological variable not detected. Table 2: Resources
No key resources detected.
Results from OddPub: We did not detect open data. We also did not detect open code. Researchers are encouraged to share open data when possible (see Nature blog).
Results from LimitationRecognizer: An explicit section about the limitations of the techniques employed in this study was not found. We encourage authors to address study limitations.Results from TrialIdentifier: No clinical trial numbers were referenced.
Results from Barzooka: We did not find any issues relating to the usage of bar …
SciScore for 10.1101/2020.09.16.20196063: (What is this?)
Please note, not all rigor criteria are appropriate for all manuscripts.
Table 1: Rigor
Institutional Review Board Statement not detected. Randomization not detected. Blinding not detected. Power Analysis not detected. Sex as a biological variable not detected. Table 2: Resources
No key resources detected.
Results from OddPub: We did not detect open data. We also did not detect open code. Researchers are encouraged to share open data when possible (see Nature blog).
Results from LimitationRecognizer: An explicit section about the limitations of the techniques employed in this study was not found. We encourage authors to address study limitations.Results from TrialIdentifier: No clinical trial numbers were referenced.
Results from Barzooka: We did not find any issues relating to the usage of bar graphs.
Results from JetFighter: We did not find any issues relating to colormaps.
Results from rtransparent:- Thank you for including a conflict of interest statement. Authors are encouraged to include this statement when submitting to a journal.
- Thank you for including a funding statement. Authors are encouraged to include this statement when submitting to a journal.
- No protocol registration statement was detected.
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