Table 1.
Input parameters for a model of COVID-19 disease and testing in Massachusetts
| Parameter | Value | |
|---|---|---|
| Cohort characteristics | ||
| SARS-CoV-2 prevalence on May 1, 2020, % a | 2.99 | |
| Initial age distribution of cohort, % [10] | ||
| 0-19 years | 25 | |
| 20-59 | 56 | |
| ≥60 | 19 | |
| Initial distribution of health states on May 1, 2020, % [11] a | ||
| Susceptible | 89.38 | |
| Latent | 0.52 | |
| Asymptomatic | 0.91 | |
| Mild/moderate illness | 1.49 | |
| Severe illness | 0.04 | |
| Critical illness | 0.02 | |
| Recuperation | 0.01 | |
| Recovered | 7.63 | |
| Health state transition probabilities, by ultimate stage of disease, daily [12-14,16] b | ||
| Asymptomatic | ||
| Latent to asymptomatic | 0.323 | |
| Asymptomatic to recovered | 0.099 | |
| Mild/moderate | ||
| Latent to asymptomatic | 0.323 | |
| Asymptomatic to mild/moderate | 0.394 | |
| Mild/moderate to recovered | 0.095 | |
| Severe | With hospital care |
Without hospital care |
| Latent to asymptomatic | NA | 0.323 |
| Asymptomatic to mild/moderate | NA | 0.394 |
| Mild/moderate to severe | NA | 0.143 |
| Severe to recovered | 0.091 | 0.063 |
| Critical | ||
| Latent to asymptomatic | NA | 0.323 |
| Asymptomatic to mild/moderate | NA | 0.394 |
| Mild/moderate to severe | NA | 0.284 |
| Severe to recovered | 0.026 | 0.000 |
| Severe to critical | 0.105 | 0.143 |
| Critical to recuperation | 0.049 | 0.000 |
| Recuperation to recovered | 0.161 | 0.000 |
| COVID-19-related mortality while critically ill, probability, daily [42] | ||
| 0-19 years | 0.00001 | 0.118 |
| 20-59 | 0.004 | 0.166 |
| ≥60 | 0.050 | 0.203 |
| Development of COVID-19-like illness symptoms among susceptible and recovered, probability, daily [42] | ||
| Mild/moderate illness | ||
| 0-19 years | 0.00005 | |
| 20-59 | 0.00005 | |
| ≥60 | 0.00008 | |
| Severe illness | ||
| 0-19 years | 0.00032 | |
| 20-59 | 0.00036 | |
| ≥60 | 0.00053 | |
| Critical illness | ||
| 0-19 years | 0.00009 | |
| 20-59 | 0.00010 | |
| ≥60 | 0.00015 | |
| Presentation to hospital care with severe symptoms, probability c | 0.80 | |
| Test characteristics | ||
| Self-screen | ||
| Positive result, probability | 0.80 | |
| PCR test [17,18] | ||
| Sensitivity, % d | 70 | |
| Specificity, % | 100 | |
| Turnaround time, days | 1 | |
| Test acceptance, probability | ||
| Asymptomatic/mild illness/moderate illness | 0.80 | |
| Critical/severe illness | 1.00 | |
| Transmissions | ||
| Re | ||
| May 1 – May 30 | 0.9000 | |
| By health state, probability, daily [30,43,44] d | ||
| Latent | 0.0000 | |
| Asymptomatic | 0.2394 | |
| Mild/moderate illness | 0.1948 | |
| Severe illness | 0.0135 | |
| Critical illness | 0.0107 | |
| Recuperation | 0.0135 | |
| Recovery | 0.0000 | |
| Transmission reduction after test result, % f | Screen positive | Screen negative |
| Self-screen | ||
| Asymptomatic | 0 | 0 |
| Mild/moderate illness | 20 | N/A |
| PCR-based strategies | ||
| Asymptomatic | 65 | 0 |
| Mild/moderate illness | 65 | 0 |
| Severe/critical/recuperation f | 90 | 90 |
| Costs (USD 2020) | ||
| SARS-CoV-2 PCR assay [20] | 51 | |
| Hospital bed, daily [21-23] | 1,640 | |
| Intensive care unit, daily [21-23] | 2,680 | |
Abbreviations: PCR, polymerase chain reaction; Re, Effective reproduction number; USD, United States dollars
Prevalence and distributions were derived from model validation and calibration as described in the Supplementary Material.
Average days spent in each health state stratified by clinical disease progression severity are presented in Supplementary Table 1. Health state transitions are shown in Supplementary Figure 2.
Assumption; includes those with COVID-19 disease and those with COVID-19-like illness.
Test sensitivity is 0% in the latent phase and otherwise does not vary by disease states.
Daily transmission rates contribute to Re.
Assumptions for transmission reductions following test result are detailed in the Supplementary Material. In severe/critical/recuperation states, transmission reduction is due to hospitalization and thus is applied to all patients regardless of test result.