Fitted curves

Rise-and-decay models fitted to every concentration analyte with enough data, with the parameters a transmission or wastewater model consumes.

How to read this

What is in the table

One row per fitted analyte. Each fit is a censored maximum-likelihood fit of a shedding curve to one biomarker in one specimen from one study, so the same study appears once per analyte and once per model.

The table opens on analytes reported as concentrations. Analytes reported as cycle thresholds are here too, behind the first filter: a Ct peak is measured in cycles below a reference rather than as a log10 concentration, so the two are never shown together unless you ask for it.

  • Analyte is what makes a row unique, and it is the identifier the package uses. A study can measure the same pathogen in the same specimen several ways — a different vaccine dose, gene target, assay, or patient subgroup — and those differ only in this column.
  • Day 0 is the event every time in the fit is measured from. Studies anchor to symptom onset, enrollment, vaccination, inoculation and others, so curves are only directly comparable when this matches.
  • Peak is the population mean peak, always read against the unit in the next column. For a concentration fit it is a log10 concentration. For a cycle-threshold fit it is cycles below the reference, so a peak of 14 against a reference of 40 is a peak Ct of 26. Higher means more shedding on both scales, but the two are different quantities and never comparable to each other.
  • σ is the residual scale — larger means the individual measurements scatter further from the fitted curve.
  • Limit is the censoring limit, below which a measurement counts as a non-detect rather than a number. It is on the same scale as Peak, so on a cycle-threshold fit it is also cycles below the reference — a limit of 3 against a reference of 40 means the assay stopped counting at Ct 37.
  • AIC is not how to choose between the three models. They are fitted to different observation sets — gamma discards every reading at t ≤ 0 — and AIC only compares fits to the same data, so check Meas. before reading anything into it. Across different analytes it means nothing at all.

Rows are sorted by study and analyte to begin with; any column header re-sorts, and clicking it again reverses. Sorting keeps the current filters applied.

To see a fit plotted against the underlying measurements, open the study with Explore from the datasets page.

Coverage

How much is fitted

194

fits carry published parameters, across 68 studies

144 concentration · 50 cycle threshold

By model

  • Exponential 126 65%
  • Gamma 44 23%
  • Gamma shifted 24 12%

The repository renders 197 fitted curves across 68 studies. Of the 194 fitted here, the 144 concentration fits are the ones whose parameters ship in the Python package. The 50 cycle-threshold fits are published separately, because their peak is measured in cycles below a reference rather than as a log10 concentration; the table opens on concentration so the two are never mixed unasked.

144 fits

aoki2010duration stool_norovirus norovirus stoolsymptom onset exponential 7.09gc/wet gram 0.51 2.15 13 57 25 105.5
arts2023longitudinal stool_SARSCoV2_N SARS-CoV-2 stoolsymptom onset exponential 5.02gc/dry gram 1.04 1.33 34 290 98 759.5
arts2023longitudinal stool_SARSCoV2_N SARS-CoV-2 stoolsymptom onset gamma 4.3gc/dry gram 0.83 1.33 29 275 95 666.7
arts2023longitudinal stool_SARSCoV2_N SARS-CoV-2 stoolsymptom onset gamma shifted 4.11gc/dry gram 0.74 1.33 28 274 94 668.7
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset exponential 4.46gc/dry gram 1.12 1.31 35 297 107 814.0
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset gamma 4.18gc/dry gram 0.87 1.31 30 282 104 713.1
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset gamma shifted 3.85gc/dry gram 0.81 1.31 29 281 104 729.7
atmar2008norwalk stool_norovirus norovirus stoolenrollment exponential 10.83gc/dry gram 0.69 7.6 16 182 33 412.7
atmar2008norwalk stool_norovirus norovirus stoolenrollment gamma 10.35gc/dry gram 0.57 7.6 16 182 33 381.9
brint2017prolonged nasal_aspirate_respiratory_syncytial_virus_viral_load RSV nasopharyngeal_aspiratesymptom onset exponential 6.96pfu/mL 1.16 -0.01 25 212 30 695.0
cdc2024nhphrn NP_SARSCoV2_VL SARS-CoV-2 nasopharyngeal_swabconfirmation date exponential 7.12gc/mL 1.0 4.0 78 1278 596 2390.5
cdc2024nhphrn NP_SARSCoV2_VL SARS-CoV-2 nasopharyngeal_swabconfirmation date gamma 6.85gc/mL 0.94 4.0 75 1235 589 2299.2
cdc2024nhphrn NP_SARSCoV2_VL SARS-CoV-2 nasopharyngeal_swabconfirmation date gamma shifted 7.17gc/mL 0.94 4.0 75 1265 589 2528.2
chilengi2020pilot stool_rotavirus_viral_load rotavirus stoolvaccination exponential 6.94gc/wet gram 1.08 1.59 16 43 8 175.2
cowley2017rotavirus stool_rotavirus_vaccine_dose1 rotavirus vaccine stoolvaccination exponential 9.92gc/wet gram 1.0 2.0 13 80 44 172.9
cowley2017rotavirus stool_rotavirus_vaccine_dose2 rotavirus vaccine stoolvaccination exponential 9.0gc/wet gram 0.98 2.0 12 73 42 148.3
cowley2017rotavirus stool_rotavirus_vaccine_dose3 rotavirus vaccine stoolvaccination exponential 8.66gc/wet gram 0.93 2.0 9 44 22 106.1
el2011respiratory respiratory_secretions_RSV_viral_load RSV nasopharyngeal_aspirateenrollment exponential 6.63pfu/mL 0.39 0.75 8 30 4 60.4
enya2023similarities 1_gc_reaction rotavirus vaccine stoolvaccination gamma 7.29gc/reaction 0.48 1.78 20 156 9 329.4
enya2023similarities 2_gc_reaction rotavirus vaccine stoolvaccination exponential 4.64gc/reaction 1.14 2.22 20 171 50 513.9
enya2023similarities 2_gc_reaction rotavirus vaccine stoolvaccination gamma shifted 5.63gc/reaction 0.68 2.22 20 161 40 440.0
fajnzylber2020sars Nasopharyngeal_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 5.45gc/mL 0.89 1.6 16 39 16 138.2
fajnzylber2020sars Oropharyngeal_PBS_SARSCoV2_N SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 4.94gc/mL 0.34 1.6 10 24 5 58.3
fajnzylber2020sars Sputum_SARSCoV2_N SARS-CoV-2 sputumsymptom onset exponential 7.57gc/mL 0.45 1.6 15 36 6 105.1
falsey2003comparison nasal_respiratory_syncytial_virus_quant_rt_pcr RSV nasal_lavage_fluidinoculation exponential 1.61pfu/mL 1.75 1.0 11 154 83 418.2
falsey2003comparison nasal_respiratory_syncytial_virus_quant_rt_pcr RSV nasal_lavage_fluidinoculation gamma 2.54pfu/mL 0.87 1.0 11 143 72 299.3
fraaij2015viral particles_ml influenza nasopharyngeal_swab+oropharyngeal_swabenrollment exponential 5.71vp/mL 1.03 2.79 4 14 2 54.1
garciaknight2022infectious e SARS-CoV-2 anterior_nares_swabsymptom onset exponential 6.42gc/mL 1.08 0.26 74 529 0 1885.3
garciaknight2022infectious e SARS-CoV-2 anterior_nares_swabsymptom onset gamma 6.4gc/mL 0.94 0.26 66 503 0 1767.1
garciaknight2022infectious e SARS-CoV-2 anterior_nares_swabsymptom onset gamma shifted 5.88gc/mL 0.9 0.26 63 503 0 1822.7
garciaknight2022infectious n SARS-CoV-2 anterior_nares_swabsymptom onset exponential 6.41gc/mL 0.95 0.26 66 440 2 1469.8
garciaknight2022infectious n SARS-CoV-2 anterior_nares_swabsymptom onset gamma 5.9gc/mL 0.82 0.26 62 424 2 1408.8
garciaknight2022infectious n SARS-CoV-2 anterior_nares_swabsymptom onset gamma shifted 5.62gc/mL 0.78 0.26 58 419 2 1447.1
golantripto2024viral utm_vp_ml_nasopharyngeal_swab RSV nasopharyngeal_swabhospital admission exponential 5.67vp/mL 0.11 2.59 12 24 0 13.3
golantripto2024viral vcm_vp_ml_nasopharyngeal_swab RSV nasopharyngeal_swabhospital admission exponential 5.54vp/mL 0.2 2.39 12 24 0 41.4
golantripto2024viral utm_vp_ml_nasal_lavage_fluid RSV nasal_lavage_fluidhospital admission exponential 7.42vp/mL 0.06 4.39 12 24 0 -17.3
golantripto2024viral vcm_vp_ml_nasal_lavage_fluid RSV nasal_lavage_fluidhospital admission exponential 7.45vp/mL 0.03 4.29 12 24 0 -46.7
hakki2022onset asymptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment exponential 5.64gc/mL 2.65 1.5 17 242 96 894.1
hakki2022onset asymptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma 5.97gc/mL 1.59 1.5 16 223 85 700.6
hakki2022onset asymptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma shifted 6.22gc/mL 1.51 1.5 16 228 85 733.6
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment exponential 1.54pfu/mL 1.97 0.99 14 214 162 377.0
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma 1.76pfu/mL 1.22 0.99 12 186 138 290.3
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma shifted 1.5pfu/mL 1.2 0.99 13 200 150 327.8
hakki2022onset symptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset exponential 6.4gc/mL 2.42 1.82 33 452 105 1905.9
hakki2022onset symptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset gamma 7.95gc/mL 0.85 1.9 32 340 56 948.4
hakki2022onset symptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset gamma shifted 7.64gc/mL 0.95 1.82 33 403 56 1256.8
hakki2022onset symptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset exponential 2.19pfu/mL 2.06 0.99 31 426 248 1118.2
hakki2022onset symptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset gamma 4.09pfu/mL 0.66 0.99 30 322 173 515.6
hakki2022onset symptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset gamma shifted 4.08pfu/mL 0.73 0.99 30 349 173 663.9
hu2013association oropharyngeal_swab influenza oropharyngeal_swabsymptom onset exponential 5.0gc/swab 1.3 2.14 13 133 92 237.8
hu2013association oropharyngeal_swab influenza oropharyngeal_swabsymptom onset gamma 4.87gc/swab 1.27 2.14 13 133 92 261.3
hu2013association urine influenza urinesymptom onset exponential 3.7gc/mL 0.61 2.25 11 76 55 121.8
hu2013association urine influenza urinesymptom onset gamma 3.29gc/mL 0.61 2.25 11 76 55 143.1
hu2013association stool influenza stoolsymptom onset exponential 3.92gc/wet gram 1.15 2.15 11 76 51 160.5
hu2013association stool influenza stoolsymptom onset gamma 3.71gc/wet gram 1.12 2.15 11 76 51 181.2
iwakiri2009quantitative stool_SaV sapovirus stoolsymptom onset exponential 8.7gc/wet gram 0.16 5.11 17 41 19 52.0
kay2011shedding nasal_lavage_influenza_gc_per_mL influenza nasal_lavage_fluidsymptom onset exponential 8.09gc/mL 0.34 3.0 8 37 0 59.2
ke2022daily nasal_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 6.63gc/mL 1.2 0.89 60 795 138 2515.3
ke2022daily nasal_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma 6.19gc/mL 0.89 0.89 59 731 123 2079.7
ke2022daily nasal_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma shifted 6.58gc/mL 0.89 0.89 60 792 135 2327.8
ke2022daily saliva_SARSCoV2 SARS-CoV-2 salivasymptom onset exponential 6.33gc/mL 1.46 3.06 60 883 216 2945.3
ke2022daily saliva_SARSCoV2 SARS-CoV-2 salivasymptom onset gamma 7.09gc/mL 0.76 3.06 59 727 163 1777.6
ke2022daily saliva_SARSCoV2 SARS-CoV-2 salivasymptom onset gamma shifted 7.49gc/mL 0.74 3.06 60 843 176 2125.3
kirby2016vomiting emesis_norovirus_GII norovirus emesissymptom onset exponential 3.04gc/mL 0.86 -2.37 3 16 1 55.0
kissler2021viral AN_OPS_SARSCoV2_viral SARS-CoV-2 anterior_nares_swab+oropharyngeal_swabconfirmation date exponential 3.77gc/mL 1.79 2.66 67 2173 1948 1495.8
kissler2021viral AN_OPS_SARSCoV2_viral SARS-CoV-2 anterior_nares_swab+oropharyngeal_swabconfirmation date gamma 5.7gc/mL 0.74 2.66 51 1679 1525 776.7
kissler2021viral AN_OPS_SARSCoV2_viral SARS-CoV-2 anterior_nares_swab+oropharyngeal_swabconfirmation date gamma shifted 5.7gc/mL 0.79 2.66 60 2072 1858 1129.9
kondo2016influenza nasal_discharge_influenza_gc_per_mL influenza nasal_dischargesymptom onset exponential 6.5gc/mL 0.59 3.5 28 84 29 229.3
kondo2016influenza nasal_discharge_influenza_gc_per_mL influenza nasal_dischargesymptom onset gamma 6.08gc/mL 0.28 3.5 19 57 19 132.4
lavezzo2020suppression RdRp_first_pos SARS-CoV-2 oropharyngeal_swabconfirmation date exponential 3.07gc/mL 0.06 1.42 44 88 36 38.1
lavezzo2020suppression E_first_pos SARS-CoV-2 oropharyngeal_swabconfirmation date exponential 4.17gc/mL 2.74 0.73 40 80 28 423.7
lavezzo2020suppression RdRp_symptom SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 3.73gc/mL 0.0 1.36 38 76 26 -372.3
lavezzo2020suppression E_symptom SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 4.36gc/mL 0.71 0.87 46 92 28 352.7
lescure2020clinical naso_swab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 7.71gc/swab 0.72 2.0 4 34 11 71.3
li2018faecal stool_lanzhou_lamb_rotavirus_vaccine_pcr Lanzhou lamb rotavirus vaccine stoolvaccination exponential 4.44gc/wet gram 2.0 3.0 15 50 22 209.1
liu2024longitudinal stool_SARSCoV2_N1 SARS-CoV-2 stoolconfirmation date exponential 6.18gc/dry gram 1.17 3.0 16 69 36 194.5
liu2024longitudinal stool_SARSCoV2_N1 SARS-CoV-2 stoolconfirmation date gamma 5.77gc/dry gram 0.87 3.0 15 67 35 193.6
lui2020viral 2019-nCoV_N1 SARS-CoV-2 stoolsymptom onset exponential 5.72gc/mL 0.4 2.84 9 41 20 72.0
lui2020viral 2019-nCoV_N1 SARS-CoV-2 stoolsymptom onset gamma 4.58gc/mL 0.4 2.84 8 39 19 82.7
mijatovicrustempasic2017shedding stool_rotavirus_vaccine rotavirus vaccine stoolvaccination exponential 5.65gc/mL 1.73 2.07 30 265 111 818.5
mijatovicrustempasic2017shedding stool_rotavirus_vaccine rotavirus vaccine stoolvaccination gamma 5.58gc/mL 1.5 2.07 29 263 110 809.2
mijatovicrustempasic2017shedding stool_pcv1_dna rotavirus vaccine stoolvaccination exponential 4.19gc/mL 0.77 2.17 23 201 160 228.4
miyoshi2015long stool_norovirus norovirus stoolsymptom onset exponential 7.47gc/wet gram 0.81 3.62 4 37 4 101.4
natarajan2022gastrointestinal E-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.79gc/mL 0.34 3.0 52 312 199 358.8
natarajan2022gastrointestinal E-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma 3.4gc/mL 0.26 3.0 42 272 182 296.3
natarajan2022gastrointestinal E-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 3.72gc/mL 0.23 3.0 45 296 196 382.0
natarajan2022gastrointestinal E-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.9gc/mL 0.44 3.0 54 358 202 457.6
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.75gc/mL 0.33 3.0 32 194 124 218.4
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.8gc/mL 0.29 3.0 45 306 182 274.8
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment gamma 4.75gc/mL 0.17 3.0 37 268 164 166.9
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment gamma shifted 4.56gc/mL 0.16 3.0 40 296 182 250.7
natarajan2022gastrointestinal N1-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 4.28gc/mL 0.5 3.0 71 392 174 756.2
natarajan2022gastrointestinal N1-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.86gc/mL 0.42 3.0 76 476 244 682.9
natarajan2022gastrointestinal N2-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.85gc/mL 0.33 3.0 62 344 178 397.8
natarajan2022gastrointestinal N2-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.53gc/mL 0.41 3.0 57 372 192 477.4
natarajan2022gastrointestinal N1-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment exponential 3.2gc/mL 0.54 3.0 63 209 99 470.6
natarajan2022gastrointestinal N1-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 3.44gc/mL 0.53 3.0 29 127 65 348.0
natarajan2022gastrointestinal N1-gRNA-ddPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.62gc/mL 0.48 3.0 68 235 91 500.0
natarajan2022gastrointestinal E-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment exponential 3.08gc/mL 0.44 3.0 18 41 16 111.8
natarajan2022gastrointestinal E-gRNA-ddPCR-ZY SARS-CoV-2 stoolenrollment exponential 5.24gc/mL 0.36 3.0 16 35 3 93.1
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.92gc/mL 1.14 3.0 20 124 85 234.0
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma 4.7gc/mL 1.22 3.0 15 102 74 202.2
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 5.31gc/mL 1.12 3.0 17 117 84 259.2
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 5.61gc/mL 1.35 3.0 42 214 111 562.9
peiris2003clinical NPS_SARS SARS nasopharyngeal_swabsymptom onset exponential 6.92gc/mL 1.15 2.98 14 42 0 188.8
pereira2022standardization respiratory_influenzaA_viral_load influenza nasopharyngeal_aspirate+nasopharyngeal_swabsymptom onset exponential 6.25gc/reaction 0.18 1.31 19 38 3 57.3
piccirilli2023respiratory nasopharyngeal_aspirate_RSV_viral_load RSV nasopharyngeal_aspiratehospital admission exponential 4.73gc/ng hDNA 0.45 1.68 36 118 13 285.6
piralla2013different nasopharyngeal_swab influenza nasopharyngeal_swabconfirmation date exponential 6.2gc/mL 0.61 2.44 44 115 30 347.2
piralla2013different bronchoalveolar_lavage_fluid influenza bronchoalveolar_lavage_fluidconfirmation date exponential 7.21gc/mL 0.64 1.64 4 12 2 39.6
rodrigues2020influenza respiratory_influenza_viral_load influenza nasopharyngeal_swab+oropharyngeal_swabtreatment exponential 7.09gc/mL 0.86 2.09 10 33 7 112.9
rouphael2025effective buccal_gc_ml influenza buccal_swabinoculation exponential 2.75gc/mL 1.19 2.7 5 35 28 64.3
rouphael2025effective oropharyngeal_gc_ml influenza oropharyngeal_swabinoculation exponential 3.09gc/mL 1.85 2.7 7 49 24 161.5
rouphael2025effective saliva_gc_ml influenza salivainoculation exponential 3.33gc/mL 1.87 2.7 8 56 29 170.6
rouphael2025effective anterior_nasal_pfu_ml influenza anterior_nares_swabinoculation exponential 3.38pfu/mL 2.3 0.7 5 35 15 132.8
rouphael2025effective buccal_pfu_ml influenza buccal_swabinoculation exponential 0.66pfu/mL 0.79 0.7 3 21 17 35.0
rouphael2025effective saliva_pfu_ml influenza salivainoculation exponential 2.61pfu/mL 2.09 0.7 5 35 17 121.2
schumer2026viral gc_ml RSV nasopharyngeal_aspirateinoculation exponential 6.04gc/mL 1.81 2.8 25 476 0 2015.9
schumer2026viral gc_ml RSV nasopharyngeal_aspirateinoculation gamma 5.96gc/mL 1.22 2.8 25 476 0 1695.8
schumer2026viral pfu_ml RSV nasopharyngeal_aspirateinoculation exponential 3.45pfu/mL 1.55 2.0 25 419 0 1657.5
schumer2026viral pfu_ml RSV nasopharyngeal_aspirateinoculation gamma 3.02pfu/mL 1.3 2.0 25 419 0 1559.3
shetty2024influenza nasopharyngeal_swab_pfu_ml influenza nasopharyngeal_swabinoculation exponential 3.53pfu/mL 1.75 1.23 5 30 13 102.9
shetty2024influenza saliva_pfu_ml influenza salivainoculation exponential 3.18pfu/mL 2.03 0.7 5 30 22 72.6
teunis2015shedding stool_norovirus_concentration_symptomatic norovirus stoolsymptom onset exponential 7.91gc/wet gram 0.32 3.18 61 152 43 318.0
teunis2015shedding stool_norovirus_concentration_asymptomatic norovirus stoolconfirmation date exponential 6.34gc/wet gram 0.53 3.59 25 57 18 168.3
tjon2006high stool_hepatitis_A_virus hepatitis A virus stoolsymptom onset exponential 7.77gc/mL 0.66 2.0 3 23 10 40.3
tsang2016individual NPSOPS influenza nasopharyngeal_swab+oropharyngeal_swabsymptom onset exponential 7.23gc/mL 0.52 2.95 455 1131 0 3534.6
vetter2020daily NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 8.05gc/mL 1.02 3.26 5 39 2 132.2
vetter2020daily NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma 7.66gc/mL 1.01 3.26 5 37 2 135.2
vetter2020daily NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma shifted 8.07gc/mL 0.93 3.26 5 39 2 143.9
vetter2020daily OPS_SARSCoV2 SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 7.66gc/mL 0.94 2.37 5 35 1 116.4
walsh2013viral pfu_ml RSV anterior_nares_swab+sputumsymptom onset exponential 4.85pfu/mL 0.82 0.17 22 120 15 369.4
walsh2013viral pfu_ml RSV anterior_nares_swab+sputumsymptom onset gamma 3.02pfu/mL 0.72 0.17 22 120 15 381.1
woelfel2020virological stool SARS-CoV-2 stoolsymptom onset exponential 6.36gc/mL 0.78 2.0 8 79 10 212.4
woelfel2020virological stool SARS-CoV-2 stoolsymptom onset gamma 4.92gc/mL 0.77 2.0 8 79 10 223.8
woelfel2020virological sputum SARS-CoV-2 sputumsymptom onset exponential 7.98gc/mL 1.1 2.0 9 147 24 434.3
woelfel2020virological oropharyngeal_swab SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 6.51gc/swab 1.05 2.0 9 153 57 342.4
xu2020characteristics rectal_swab_SARSCoV2 SARS-CoV-2 rectal_swabhospital admission exponential 6.2gc/mL 1.01 2.49 7 63 8 201.6
xu2020characteristics rectal_swab_SARSCoV2 SARS-CoV-2 rectal_swabhospital admission gamma shifted 5.76gc/mL 0.78 2.49 7 62 7 196.6
xu2020characteristics nasopharyngeal_swab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabhospital admission exponential 5.08gc/mL 0.47 2.49 7 44 29 54.4
yen2011detection stool_rotavirus_vaccine rotavirus vaccine stoolvaccination exponential 11.83gc/wet gram 0.7 7.64 19 54 1 193.5
yen2011detection stool_rotavirus_vaccine rotavirus vaccine stoolvaccination gamma 13.12gc/wet gram 0.73 8.39 9 34 1 130.7
young2020epidemiologic swab_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 5.41gc/swab 1.08 2.02 18 216 65 607.0
young2020epidemiologic swab_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma 5.02gc/swab 1.01 2.02 18 216 65 612.6
zuo2020alterations stool_SARSCoV2_SymptomOnset SARS-CoV-2 stoolsymptom onset exponential 6.53gc/mL 0.88 2.54 9 31 13 92.3
alsharrah2020clinical NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 14.11 cycles below 40 4.27 -1.0 11 43 22 184.6
brosius2023presymptomatic genital_swab mpox genital_swab exposure exponential 4.72 cycles below 40 2.25 3.0 7 71 54 134.0
brosius2023presymptomatic genital_swab mpox genital_swab exposure gamma 4.86 cycles below 40 2.16 3.0 7 71 54 145.7
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date exponential 19.99 cycles below 40 4.18 3.0 78 1278 596 4460.7
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date gamma 18.22 cycles below 40 3.8 3.0 75 1235 589 4234.9
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date gamma shifted 18.35 cycles below 40 3.76 3.0 75 1265 589 4534.7
coppee2023temporal nasopharyngeal_swab_RSV_ct_symptomatic RSV nasopharyngeal_swab symptom onset exponential 21.47 cycles below 40 3.37 0.0 6 24 4 135.2
covid2020clinical Stool_SARSCoV2 SARS-CoV-2 stool symptom onset exponential 10.19 cycles below 40 1.79 0.0 7 34 13 122.9
covid2020clinical OPS_SARSCoV2 SARS-CoV-2 oropharyngeal_swab symptom onset exponential 10.01 cycles below 40 3.64 0.0 11 100 63 274.3
covid2020clinical NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 10.2 cycles below 40 5.28 0.0 12 106 58 383.3
gautret2020hydroxychloroquine nasopharyngeal_swab_SARSCoV2_Ct SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 20.97 cycles below 40 3.27 5.0 19 126 44 530.4
hiramatsu2018rotavirus rv5_1 rotavirus vaccine stool vaccination gamma 12.49 cycles below 40 1.63 3.03 9 72 3 325.1
hiramatsu2018rotavirus rv5_1 rotavirus vaccine stool vaccination gamma shifted 12.41 cycles below 40 2.4 -4.27 9 73 3 404.1
kimse2020viral oropharyngealswab_SARSCoV2_symptomatic SARS-CoV-2 oropharyngeal_swab symptom onset exponential 14.09 cycles below 40 3.49 0.0 3 21 5 106.8
kimse2020viral oropharyngealswab_SARSCoV2_asymptomatic SARS-CoV-2 oropharyngeal_swab confirmation date exponential 7.3 cycles below 40 2.66 0.0 8 37 15 155.2
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date exponential 3.39 cycles below 40 8.51 0.0 65 2402 1679 6634.8
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma 10.06 cycles below 40 4.21 0.0 65 1983 1351 4565.6
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma shifted 10.1 cycles below 40 4.44 0.0 65 2074 1351 5304.7
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date exponential 4.49 cycles below 40 6.36 0.0 67 2173 1948 2123.7
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma 8.64 cycles below 40 2.79 0.0 51 1679 1525 1203.7
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma shifted 8.65 cycles below 40 2.87 0.0 60 2072 1858 1686.6
kutter2021small rsv_nasopharyngeal_aspirate_ct RSV nasopharyngeal_aspirate symptom onset exponential 19.38 cycles below 40 2.93 0.0 6 27 0 160.6
pace2024prevalence stool_SARSCoV2 SARS-CoV-2 stool enrollment exponential 8.87 cycles below 40 3.67 0.0 20 119 63 426.0
pace2024prevalence stool_SARSCoV2 SARS-CoV-2 stool enrollment gamma 9.03 cycles below 40 2.83 0.0 20 119 63 432.5
salvatore2020epidemiological N1_probe SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 15.33 cycles below 40 2.8 0.0 88 217 64 1129.3
salvatore2020epidemiological N1_probe SARS-CoV-2 nasopharyngeal_swab symptom onset gamma 14.64 cycles below 40 2.29 0.0 22 75 19 394.9
schuurmans2014clinical nasopharyngeal_swab_influenza_CT influenza nasopharyngeal_swab symptom onset exponential 11.71 cycles below 40 2.65 -1.76 16 54 0 324.5
seah2020assessing nasopharyngeal_swab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 12.86 cycles below 40 3.22 0.6 17 134 26 667.0
seah2020assessing nasopharyngeal_swab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset gamma 14.52 cycles below 40 3.11 0.6 17 134 26 691.7
shrestha2020distribution swab_SARSCoV2_N_Ct SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 18.36 cycles below 40 3.04 0.0 124 422 119 2121.5
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset exponential 17.96 cycles below 40 3.8 3.5 11 81 24 381.8
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset gamma 18.29 cycles below 40 2.77 3.5 11 79 23 356.2
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset gamma shifted 18.36 cycles below 40 2.57 3.5 10 77 21 360.5
team2020clinical naso_swab_SARSCoV2_N_Ct SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 8.54 cycles below 40 6.16 -1.0 12 121 73 409.0
teunis2015shedding stool_norovirus_ct_symptomatic norovirus stool symptom onset exponential 18.14 cycles below 40 1.43 0.0 61 152 43 648.5
teunis2015shedding stool_norovirus_ct_asymptomatic norovirus stool confirmation date exponential 15.96 cycles below 40 2.51 0.0 25 57 18 290.3
wang2020fecal stool_SARSCoV2_ORF1ab SARS-CoV-2 stool symptom onset exponential 12.58 cycles below 40 2.82 0.0 11 56 13 272.4
wang2020fecal stool_SARSCoV2_N SARS-CoV-2 stool symptom onset exponential 13.75 cycles below 40 2.38 0.0 11 56 12 264.5
wang2020fecal stool_SARSCoV2_N SARS-CoV-2 stool symptom onset gamma 12.61 cycles below 40 2.4 0.0 10 54 11 276.8
yang2020laboratory upper_resp_tract SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swab+sputum symptom onset exponential 7.06 cycles below 40 5.49 2.0 25 248 146 857.1
yang2020laboratory upper_resp_tract SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swab+sputum symptom onset gamma 8.18 cycles below 40 5.34 2.0 25 248 146 900.4
yang2020laboratory lower_resp_tract SARS-CoV-2 bronchoalveolar_lavage_fluid symptom onset exponential 16.33 cycles below 40 3.31 2.0 13 76 19 375.9
yilmaz2020upper oropharyngealswab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swab symptom onset exponential 18.28 cycles below 40 3.73 0.0 54 349 80 1772.3
yuan2021sars nasopharyngeal_swab_SARSCoV2_ORF1ab_symptomatic SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 9.29 cycles below 40 7.44 0.0 6 84 56 261.6
yuan2021sars nasopharyngeal_swab_SARSCoV2_N_symptomatic SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 4.54 cycles below 40 6.96 0.0 6 84 52 285.2
yuan2021sars stool_SARSCoV2_ORF1ab_symptomatic SARS-CoV-2 stool symptom onset exponential 9.84 cycles below 40 4.35 0.0 3 31 9 152.1
yuan2021sars stool_SARSCoV2_ORF1ab_asymptomatic SARS-CoV-2 stool confirmation date exponential 11.19 cycles below 40 2.54 0.0 3 29 1 148.8
yuan2021sars stool_SARSCoV2_N_symptomatic SARS-CoV-2 stool symptom onset exponential 8.59 cycles below 40 4.86 0.0 5 43 19 179.0
yuan2021sars stool_SARSCoV2_N_symptomatic SARS-CoV-2 stool symptom onset gamma 6.89 cycles below 40 4.96 0.0 5 43 19 191.4
yuan2021sars stool_SARSCoV2_N_asymptomatic SARS-CoV-2 stool confirmation date exponential 10.64 cycles below 40 2.53 0.0 3 29 1 148.3