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 biomarker 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

264

fits carry published parameters, across 95 studies

186 concentration · 78 cycle threshold

By model

  • Exponential 182 69%
  • Gamma 57 22%
  • Gamma shifted 25 9%

The repository renders 263 fitted curves across 95 studies. Of the 264 fitted here, the 186 concentration fits are the ones whose parameters ship in the Python package. The 78 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.

186 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 5.01gc/dry gram 1.04 1.33 34 290 98 759.5
arts2023longitudinal stool_SARSCoV2_N SARS-CoV-2 stoolsymptom onset gamma 4.36gc/dry gram 0.83 1.33 29 275 95 666.9
arts2023longitudinal stool_SARSCoV2_N SARS-CoV-2 stoolsymptom onset gamma shifted 4.14gc/dry gram 0.75 1.33 28 274 94 669.3
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset exponential 4.47gc/dry gram 1.12 1.31 35 297 107 814.1
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset gamma 4.3gc/dry gram 0.87 1.31 30 282 104 713.1
arts2023longitudinal stool_SARSCoV2_ORF1a SARS-CoV-2 stoolsymptom onset gamma shifted 4.25gc/dry gram 0.8 1.31 29 281 104 724.0
atmar2008norwalk stool_norovirus norovirus stoolenrollment exponential 10.82gc/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
berciaud2012adenovirus stool_gc_wet_gram adenovirus stooltreatment exponential 10.05gc/wet gram 0.84 3.98 4 19 0 65.2
biel2000rapid urine_polyomavirus_dna BK polyomavirus urinetreatment exponential 9.37gc/mL 1.56 3.32 4 55 10 201.1
brieu2008human nasopharyngeal_secretions_bocavirus_viral_load bocavirus nasopharyngeal_aspirateenrollment exponential 4.73gc/mL 0.89 1.0 6 13 3 52.0
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 7.2gc/mL 1.0 4.0 78 1278 596 2386.3
cdc2024nhphrn NP_SARSCoV2_VL SARS-CoV-2 nasopharyngeal_swabconfirmation date gamma 6.89gc/mL 0.94 4.0 75 1235 589 2298.9
cdc2024nhphrn NP_SARSCoV2_VL SARS-CoV-2 nasopharyngeal_swabconfirmation date gamma shifted 7.11gc/mL 0.94 4.0 75 1265 589 2528.0
chilengi2020pilot stool_rotavirus_viral_load rotavirus stoolvaccination exponential 6.65gc/wet gram 1.07 1.59 16 43 8 175.2
colavita2023kinetics oropharyngeal_swab_gc_ng mpox oropharyngeal_swabsymptom onset exponential 2.12gc/ng 0.66 -0.6 3 9 1 30.5
colavita2023kinetics saliva_gc_ng mpox salivasymptom onset exponential 3.12gc/ng 0.9 -0.6 3 9 1 35.8
cowley2017rotavirus stool_rotavirus_vaccine_dose1 rotavirus vaccine stoolvaccination exponential 9.94gc/wet gram 1.01 2.0 13 80 44 172.6
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
engelmann2009adenovirus serum_adenovirus_viral_load adenovirus serumtreatment exponential 3.08gc/mL 1.28 2.0 8 40 24 102.6
engelmann2009adenovirus serum_adenovirus_viral_load adenovirus serumtreatment gamma 3.95gc/mL 0.6 2.0 7 28 16 73.6
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 5.64gc/reaction 0.68 2.22 20 161 40 439.4
fajnzylber2020sars Nasopharyngeal_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 5.48gc/mL 0.88 1.6 16 39 16 138.2
fajnzylber2020sars Oropharyngeal_PBS_SARSCoV2_N SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 4.99gc/mL 0.34 1.6 10 24 5 58.3
fajnzylber2020sars Sputum_SARSCoV2_N SARS-CoV-2 sputumsymptom onset exponential 7.86gc/mL 0.45 1.6 15 36 6 106.3
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
flitter2025oral stool norovirus stoolinoculation exponential 7.81gc/wet gram 1.5 5.18 94 386 109 1582.0
flitter2025oral stool norovirus stoolinoculation gamma 8.16gc/wet gram 0.31 5.18 86 370 106 678.4
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 6.3gc/mL 0.94 0.26 66 503 0 1766.9
garciaknight2022infectious e SARS-CoV-2 anterior_nares_swabsymptom onset gamma shifted 5.89gc/mL 0.9 0.26 63 503 0 1822.6
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 1409.0
garciaknight2022infectious n SARS-CoV-2 anterior_nares_swabsymptom onset gamma shifted 5.57gc/mL 0.78 0.26 58 419 2 1447.8
ge2023effect 4800_stool norovirus stoolinoculation exponential 9.44gc/wet gram 0.87 7.6 6 105 28 251.9
ge2023effect 4800_stool norovirus stoolinoculation gamma 9.78gc/wet gram 0.63 7.6 6 105 28 195.9
ge2023effect 48_stool norovirus stoolinoculation exponential 9.47gc/wet gram 1.42 7.6 7 102 34 309.6
ge2023effect 48_stool norovirus stoolinoculation gamma 10.25gc/wet gram 0.85 7.6 7 102 34 229.2
ge2023effect 4_8_stool norovirus stoolinoculation exponential 8.87gc/wet gram 1.28 7.6 6 75 33 201.1
ge2023effect 4_8_stool norovirus stoolinoculation gamma 9.59gc/wet gram 0.69 7.6 6 75 33 137.5
gerna2007human hospital_admission_rsv RSV nasopharyngeal_aspiratehospital admission exponential 6.37gc/mL 0.0 3.0 5 10 0 -159.6
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 5.63gc/mL 2.65 1.5 17 242 96 894.1
hakki2022onset asymptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma 6.09gc/mL 1.58 1.5 16 223 85 701.1
hakki2022onset asymptomatic_PCR SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma shifted 6.43gc/mL 1.57 1.5 16 228 85 748.5
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment exponential 1.54pfu/mL 1.98 0.99 14 214 162 376.9
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma 1.73pfu/mL 1.22 0.99 12 186 138 290.4
hakki2022onset asymptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabenrollment gamma shifted 1.52pfu/mL 1.21 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 7.63gc/mL 0.95 1.82 33 403 56 1256.8
hakki2022onset symptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset exponential 2.18pfu/mL 2.06 0.99 31 426 248 1118.1
hakki2022onset symptomatic_cultivable SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swabsymptom onset gamma 4.08pfu/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 0.72 0.99 30 349 173 663.7
hanaoka2019infectious urine_adenovirus_viral_load adenovirus urinesymptom onset exponential 8.34gc/mL 0.44 2.29 21 61 15 143.4
hu2013association oropharyngeal_swab influenza oropharyngeal_swabsymptom onset exponential 4.98gc/swab 1.3 2.14 13 133 92 237.8
hu2013association oropharyngeal_swab influenza oropharyngeal_swabsymptom onset gamma 4.83gc/swab 1.26 2.14 13 133 92 261.1
hu2013association urine influenza urinesymptom onset exponential 3.93gc/mL 0.61 2.25 11 76 55 121.7
hu2013association urine influenza urinesymptom onset gamma 3.27gc/mL 0.6 2.25 11 76 55 143.1
hu2013association stool influenza stoolsymptom onset exponential 3.51gc/wet gram 1.14 2.15 11 76 51 160.9
hu2013association stool influenza stoolsymptom onset gamma 3.68gc/wet gram 1.13 2.15 11 76 51 181.2
huh2019prolonged sputum_nasopharyngeal_swab adenovirus sputum+nasopharyngeal_swabtreatment exponential 8.07gc/mL 0.41 3.45 5 26 0 49.4
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 6.26gc/mL 0.88 0.89 59 731 123 2068.8
ke2022daily nasal_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma shifted 6.57gc/mL 0.89 0.89 60 792 135 2328.0
ke2022daily saliva_SARSCoV2 SARS-CoV-2 salivasymptom onset exponential 6.34gc/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 7.43gc/mL 0.74 3.06 60 843 176 2126.1
kirby2014disease stool_norovirus_gc_wet_gram_gi norovirus stoolinoculation exponential 5.93gc/wet gram 2.72 3.55 15 121 51 470.5
kirby2014disease stool_norovirus_gc_wet_gram_gi norovirus stoolinoculation gamma 7.67gc/wet gram 1.63 3.55 15 121 51 390.8
kirby2014disease stool_norovirus_gc_wet_gram_gii norovirus stoolinoculation exponential 4.6gc/wet gram 1.9 3.25 9 69 32 225.6
kirby2014disease stool_norovirus_gc_wet_gram_gii norovirus stoolinoculation gamma 5.33gc/wet gram 1.09 3.25 9 69 32 182.3
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 778.2
kissler2021viral AN_OPS_SARSCoV2_viral SARS-CoV-2 anterior_nares_swab+oropharyngeal_swabconfirmation date gamma shifted 5.74gc/mL 0.79 2.66 60 2072 1858 1130.0
kondo2016influenza nasal_discharge_influenza_gc_per_mL influenza nasal_dischargesymptom onset exponential 6.51gc/mL 0.59 3.5 28 84 29 229.3
kondo2016influenza nasal_discharge_influenza_gc_per_mL influenza nasal_dischargesymptom onset gamma 6.13gc/mL 0.27 3.5 19 57 19 130.7
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 -373.5
lavezzo2020suppression E_symptom SARS-CoV-2 oropharyngeal_swabsymptom onset exponential 4.38gc/mL 0.73 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 rotavirus vaccine stoolvaccination exponential 4.39gc/wet gram 2.0 3.0 15 50 22 209.1
liu2024longitudinal stool_SARSCoV2_N1 SARS-CoV-2 stoolconfirmation date exponential 6.32gc/dry gram 1.18 3.0 16 69 36 194.2
liu2024longitudinal stool_SARSCoV2_N1 SARS-CoV-2 stoolconfirmation date gamma 5.74gc/dry gram 0.83 3.0 15 67 35 194.7
lucini2026dose serum_a adenovirus serumtreatment exponential 5.77gc/mL 0.36 4.44 5 22 7 35.9
lucini2026dose serum_b adenovirus serumtreatment exponential 5.1gc/mL 0.42 2.69 6 28 11 44.6
lucini2026dose serum_c adenovirus serumtreatment exponential 4.97gc/mL 0.45 1.97 10 42 1 93.9
lucini2026dose serum_f adenovirus serumtreatment exponential 4.21gc/mL 0.28 3.28 4 19 9 24.3
lucini2026dose stool_a adenovirus stooltreatment exponential 10.2gc/wet gram 1.0 4.32 6 21 3 78.2
lucini2026dose stool_b adenovirus stooltreatment exponential 6.72gc/wet gram 0.79 4.47 4 18 5 48.8
lucini2026dose stool_c adenovirus stooltreatment exponential 8.99gc/wet gram 0.79 3.0 10 49 0 157.5
lucini2026dose stool_c adenovirus stooltreatment gamma 7.91gc/wet gram 0.6 3.0 9 39 0 127.1
lucini2026dose stool_f adenovirus stooltreatment exponential 10.89gc/wet gram 0.86 3.0 7 39 21 83.0
ludwig2008quantitative stool_norovirus_viral_load norovirus stoolsymptom onset exponential 9.14gc/wet gram 0.86 3.51 9 80 0 241.7
lui2020viral 2019-nCoV_N1 SARS-CoV-2 stoolsymptom onset exponential 5.48gc/mL 0.4 2.84 9 41 20 72.4
lui2020viral 2019-nCoV_N1 SARS-CoV-2 stoolsymptom onset gamma 4.56gc/mL 0.4 2.84 8 39 19 82.7
martin2010frequent nasal_hbov_viral_load bocavirus nasopharyngeal_swabenrollment exponential 4.91gc/mL 1.54 4.0 8 69 40 182.0
mijatovicrustempasic2017shedding stool_rotavirus_vaccine rotavirus vaccine stoolvaccination exponential 5.66gc/mL 1.73 2.07 30 265 111 818.5
mijatovicrustempasic2017shedding stool_rotavirus_vaccine rotavirus vaccine stoolvaccination gamma 5.59gc/mL 1.5 2.07 29 263 110 809.3
mijatovicrustempasic2017shedding stool_pcv1_dna PCV-1 stoolvaccination exponential 4.19gc/mL 0.77 2.17 23 201 160 228.2
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 3.92gc/mL 0.34 3.0 52 312 199 354.0
natarajan2022gastrointestinal E-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma 3.63gc/mL 0.26 3.0 42 272 182 295.9
natarajan2022gastrointestinal E-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 3.83gc/mL 0.23 3.0 45 296 196 382.0
natarajan2022gastrointestinal E-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.9gc/mL 0.46 3.0 54 358 202 488.0
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.92gc/mL 0.33 3.0 32 194 124 218.4
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.75gc/mL 0.28 3.0 45 306 182 273.2
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment gamma 4.77gc/mL 0.17 3.0 37 268 164 166.8
natarajan2022gastrointestinal RdRP-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment gamma shifted 4.54gc/mL 0.16 3.0 40 296 182 251.3
natarajan2022gastrointestinal N1-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 4.25gc/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 76 476 244 683.3
natarajan2022gastrointestinal N2-gRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment exponential 3.86gc/mL 0.33 3.0 62 344 178 400.6
natarajan2022gastrointestinal N2-gRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.62gc/mL 0.41 3.0 57 372 192 477.4
natarajan2022gastrointestinal N1-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment exponential 3.16gc/mL 0.55 3.0 63 209 99 470.7
natarajan2022gastrointestinal N1-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 3.42gc/mL 0.53 3.0 29 127 65 347.7
natarajan2022gastrointestinal N1-gRNA-ddPCR-ZY SARS-CoV-2 stoolenrollment exponential 4.49gc/mL 0.48 3.0 68 235 91 500.6
natarajan2022gastrointestinal E-gRNA-ddPCR-OG SARS-CoV-2 stoolenrollment exponential 3.05gc/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 4.2gc/mL 1.14 3.0 20 124 85 234.0
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma 5.48gc/mL 1.19 3.0 15 102 74 201.5
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-OG SARS-CoV-2 stoolenrollment gamma shifted 5.06gc/mL 1.12 3.0 17 117 84 259.2
natarajan2022gastrointestinal N1-sgRNA-RT-qPCR-ZY SARS-CoV-2 stoolenrollment exponential 5.58gc/mL 1.35 3.0 42 214 111 562.4
newman2016norovirus gec_g norovirus stoolinoculation exponential 5.48gc/wet gram 2.6 3.55 25 263 104 1010.3
newman2016norovirus gec_g norovirus stoolinoculation gamma 7.07gc/wet gram 1.59 3.55 25 238 79 817.6
peiris2003clinical NPS_SARS SARS-CoV-1 nasopharyngeal_swabsymptom onset exponential 6.92gc/mL 1.15 2.98 14 42 0 188.8
peiris2003clinical NPS_SARS SARS-CoV-1 nasopharyngeal_swabsymptom onset gamma 7.19gc/mL 0.82 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
sarasini2006detection nasopharyngeal_aspirate_metapneumovirus_rna_gc_ml metapneumovirus nasopharyngeal_aspirateconfirmation date exponential 8.01gc/mL 0.42 3.39 5 12 2 34.3
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 5.9gc/mL 1.22 2.8 25 476 0 1695.7
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 2.97pfu/mL 1.3 2.0 25 419 0 1559.6
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
suner2023viral blood mpox bloodsymptom onset exponential 6.29gc/mL 0.6 4.0 25 125 89 206.6
suner2023viral pharynx mpox oropharyngeal_swabsymptom onset exponential 7.0gc/mL 0.82 2.9 65 356 218 672.3
suner2023viral rectum mpox rectal_swabsymptom onset exponential 7.11gc/mL 0.52 2.9 55 188 117 349.8
suner2023viral semen mpox semensymptom onset exponential 6.24gc/mL 0.45 2.9 40 128 71 249.5
suner2023viral semen mpox semensymptom onset gamma 6.21gc/mL 0.25 2.9 31 110 64 203.7
suner2023viral lesion mpox skin_lesionsymptom onset exponential 8.82gc/mL 0.76 2.9 75 364 151 858.6
teunis2015shedding stool_norovirus_concentration_symptomatic norovirus stoolsymptom onset exponential 7.97gc/wet gram 0.31 3.18 61 152 43 318.0
teunis2015shedding stool_norovirus_concentration_asymptomatic norovirus stoolconfirmation date exponential 6.48gc/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 7.65gc/mL 1.01 3.26 5 37 2 135.2
vetter2020daily NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma shifted 8.11gc/mL 0.94 3.26 5 39 2 144.1
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 2.96pfu/mL 0.72 0.17 22 120 15 381.3
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 4.9gc/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 5.75gc/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
young2020epidemiologic swab_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset exponential 5.42gc/swab 1.08 2.02 18 216 65 607.0
young2020epidemiologic swab_SARSCoV2_N SARS-CoV-2 nasopharyngeal_swabsymptom onset gamma 5.05gc/swab 1.01 2.02 18 216 65 613.0
zhang2021adenovirus serum_adenovirus_viral_load adenovirus serumconfirmation date exponential 5.04gc/mL 0.45 2.7 7 17 4 48.1
zuo2020alterations stool_SARSCoV2_SymptomOnset SARS-CoV-2 stoolsymptom onset exponential 6.72gc/mL 0.9 2.54 9 31 13 92.2
akiyama2024efficacy ct_oropharyngeal_swab mpox oropharyngeal_swab enrollment exponential 7.34 cycles below 40 2.41 -1.67 14 95 66 215.3
akiyama2024efficacy ct_oropharyngeal_swab mpox oropharyngeal_swab enrollment gamma 1.65 cycles below 40 2.33 -1.67 10 54 36 159.9
akiyama2024efficacy ct_urine mpox urine enrollment exponential 5.9 cycles below 40 3.8 -1.56 10 74 47 220.9
akiyama2024efficacy ct_lesion mpox skin_lesion enrollment exponential 17.77 cycles below 40 4.13 -0.05 18 94 30 454.2
alsharrah2020clinical NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 14.1 cycles below 40 4.26 -1.0 11 43 22 184.6
brosius2023presymptomatic genital_swab mpox genital_swab exposure exponential 4.74 cycles below 40 2.27 3.0 7 71 54 134.0
brosius2023presymptomatic genital_swab mpox genital_swab exposure gamma 4.22 cycles below 40 2.18 3.0 7 71 54 145.8
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date exponential 19.95 cycles below 40 4.18 3.0 78 1278 596 4461.1
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date gamma 18.2 cycles below 40 3.79 3.0 75 1235 589 4234.9
cdc2024nhphrn NP_SARSCoV2_CT SARS-CoV-2 nasopharyngeal_swab confirmation date gamma shifted 18.73 cycles below 40 3.76 3.0 75 1265 589 4532.1
chen2024clinical oropharyngeal_swab mpox oropharyngeal_swab symptom onset exponential 14.84 cycles below 40 3.14 5.0 13 58 32 204.3
chen2024clinical vesicle_swab mpox vesicle_swab symptom onset exponential 20.07 cycles below 40 3.97 5.0 14 60 23 282.5
chen2024clinical urethra_swab mpox urethral_swab symptom onset exponential 12.83 cycles below 40 2.48 5.0 9 42 18 160.7
chen2024clinical urethra_swab mpox urethral_swab symptom onset gamma 13.96 cycles below 40 2.42 5.0 9 42 18 177.7
chen2024clinical rectal_swab mpox rectal_swab symptom onset exponential 12.87 cycles below 40 3.93 5.0 14 61 32 238.6
coppee2023temporal nasopharyngeal_swab_RSV_ct_symptomatic RSV nasopharyngeal_swab symptom onset exponential 21.48 cycles below 40 3.37 0.0 6 24 4 135.2
covid2020clinical Stool_SARSCoV2 SARS-CoV-2 stool symptom onset exponential 9.85 cycles below 40 1.79 0.0 7 34 13 122.9
covid2020clinical OPS_SARSCoV2 SARS-CoV-2 oropharyngeal_swab symptom onset exponential 9.98 cycles below 40 3.64 0.0 11 100 63 274.3
covid2020clinical NPS_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 10.18 cycles below 40 5.25 0.0 12 106 58 383.3
gaspari2023monkeypox skin_lesion_swab mpox skin_lesion symptom onset exponential 23.88 cycles below 40 0.01 1.99 6 12 3 -45.7
gaspari2023monkeypox plasma mpox plasma symptom onset exponential 9.1 cycles below 40 0.0 5.99 5 10 5 -68.8
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 12.43 cycles below 40 2.4 -4.27 9 73 3 404.0
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 15 155.1
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date exponential 3.63 cycles below 40 8.49 0.0 65 2402 1679 6633.6
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma 10.07 cycles below 40 4.21 0.0 65 1983 1351 4565.3
kissler2021densely AN_OPS_SARSCoV2 SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma shifted 10.12 cycles below 40 4.44 0.0 65 2074 1351 5304.8
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date exponential 4.76 cycles below 40 6.36 0.0 67 2173 1948 2123.4
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma 8.84 cycles below 40 2.79 0.0 51 1679 1525 1203.4
kissler2021viral AN_OPS_SARSCoV2_ct SARS-CoV-2 anterior_nares_swab+oropharyngeal_swab confirmation date gamma shifted 8.63 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
limonta2024mpox pharynx mpox oropharyngeal_swab enrollment exponential 15.04 cycles below 40 2.69 4.99 10 28 9 136.4
limonta2024mpox skin mpox skin_lesion enrollment exponential 22.34 cycles below 40 0.0 4.99 10 23 10 -158.0
moschese2022isolation anorectal_swab mpox anorectal_swab symptom onset exponential 15.31 cycles below 40 2.39 1.99 18 46 18 207.1
moschese2022isolation urethral_swab mpox urethral_swab symptom onset exponential 11.84 cycles below 40 2.26 2.99 17 41 14 194.7
moschese2022isolation urethral_swab mpox urethral_swab symptom onset gamma 16.34 cycles below 40 2.26 2.99 7 21 6 114.4
pace2024prevalence stool_SARSCoV2 SARS-CoV-2 stool enrollment exponential 8.87 cycles below 40 3.66 0.0 20 119 63 426.0
pace2024prevalence stool_SARSCoV2 SARS-CoV-2 stool enrollment gamma 8.92 cycles below 40 2.84 0.0 20 119 63 432.7
peiromestres2022frequent ct_rectal_swab mpox rectal_swab symptom onset exponential 19.34 cycles below 40 1.22 5.59 9 23 0 112.4
peiromestres2022frequent ct_saliva mpox saliva symptom onset exponential 12.82 cycles below 40 0.97 2.09 9 19 3 85.5
peiromestres2022frequent ct_semen mpox semen symptom onset exponential 9.72 cycles below 40 0.66 -0.01 7 14 2 54.3
peiromestres2022frequent ct_urine mpox urine symptom onset exponential 8.01 cycles below 40 3.02 -0.01 8 17 5 98.1
pesonel2025clinical oropharyngeal_swab mpox oropharyngeal_swab symptom onset exponential 12.96 cycles below 40 3.97 0.0 37 122 28 709.7
pesonel2025clinical anorectal_swab mpox anorectal_swab symptom onset exponential 21.44 cycles below 40 2.98 0.0 20 74 23 348.7
pesonel2025clinical skin mpox skin_lesion symptom onset exponential 18.2 cycles below 40 3.48 0.0 46 160 16 972.5
pesonel2025clinical plasma mpox plasma symptom onset exponential 5.34 cycles below 40 2.1 0.0 27 93 51 310.2
pietsch2019intrahost stool_sapovirus_ct sapovirus stool symptom onset exponential 18.24 cycles below 40 2.29 0.0 5 42 4 198.3
relhan2023clinical ct_lesion_fluid mpox vesicle_swab symptom onset exponential 20.33 cycles below 40 8.9 0.0 5 19 8 109.3
relhan2023clinical ct_lesion_fluid mpox vesicle_swab symptom onset gamma 18.03 cycles below 40 8.17 0.0 5 19 8 117.2
salvatore2020epidemiological N1_probe SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 14.7 cycles below 40 2.8 0.0 88 217 64 1129.5
salvatore2020epidemiological N1_probe SARS-CoV-2 nasopharyngeal_swab symptom onset gamma 14.81 cycles below 40 2.32 0.0 22 75 19 396.2
salvatore2020epidemiological N1_probe SARS-CoV-2 nasopharyngeal_swab symptom onset gamma shifted 20.15 cycles below 40 2.55 0.0 8 39 3 238.2
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 14.05 cycles below 40 3.21 0.6 17 134 26 667.0
seah2020assessing nasopharyngeal_swab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab symptom onset gamma 14.08 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 3.03 0.0 124 422 119 2121.5
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset exponential 17.99 cycles below 40 3.8 3.5 11 81 24 381.8
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset gamma 17.86 cycles below 40 2.79 3.5 11 79 23 356.2
tan2021early swab_SARSCoV2_N SARS-CoV-2 oropharyngeal_swab symptom onset gamma shifted 16.8 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 8.82 cycles below 40 6.14 -1.0 12 121 73 408.9
teunis2015shedding stool_norovirus_ct_symptomatic norovirus stool symptom onset exponential 18.29 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 12.47 cycles below 40 2.81 0.0 11 56 13 272.4
wang2020fecal stool_SARSCoV2_N SARS-CoV-2 stool symptom onset exponential 13.75 cycles below 40 2.37 0.0 11 56 12 264.5
wang2020fecal stool_SARSCoV2_N SARS-CoV-2 stool symptom onset gamma 12.68 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 7.1 cycles below 40 5.5 2.0 25 248 146 857.2
yang2020laboratory upper_resp_tract SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swab+sputum symptom onset gamma 7.27 cycles below 40 5.35 2.0 25 248 146 900.5
yang2020laboratory lower_resp_tract SARS-CoV-2 bronchoalveolar_lavage_fluid symptom onset exponential 16.33 cycles below 40 3.32 2.0 13 76 19 375.9
yilmaz2020upper oropharyngealswab_SARSCoV2 SARS-CoV-2 nasopharyngeal_swab+oropharyngeal_swab symptom onset exponential 18.26 cycles below 40 3.72 0.0 54 349 80 1772.3
yuan2021sars nasopharyngeal_swab_SARSCoV2_ORF1ab_symptomatic SARS-CoV-2 nasopharyngeal_swab symptom onset exponential 9.28 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 6.06 cycles below 40 6.95 0.0 6 84 52 285.2
yuan2021sars stool_SARSCoV2_ORF1ab_symptomatic SARS-CoV-2 stool symptom onset exponential 9.85 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 8.3 cycles below 40 5.13 0.0 5 43 19 179.1
yuan2021sars stool_SARSCoV2_N_symptomatic SARS-CoV-2 stool symptom onset gamma 6.87 cycles below 40 4.95 0.0 5 43 19 191.5
yuan2021sars stool_SARSCoV2_N_asymptomatic SARS-CoV-2 stool confirmation date exponential 10.65 cycles below 40 2.53 0.0 3 29 1 148.3