Early Detection of Clinical Deterioration in Patients With COVID-19 Using Machine Learning (COVID-19)
Studieoversigt
Status
Status
Betingelser
Betingelser
Intervention / Behandling
Intervention / Behandling
Undersøgelsestype
Undersøgelsestype
Tilmelding (Forventet)
Tilmelding
Kontakter og lokationer
Studiekontakt
Studiekontakt
- Navn: Annika Buchholz, PhD
- Telefonnummer: +49 151 51819576
- E-mail: annika.buchholz@tuebingen.mpg.de
Studiesteder
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Tuebingen, Tyskland, 72076
- Rekruttering
- University Hospital of Tuebingen
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Kontakt:
- Annika Buchholz, Ph.D.
- Telefonnummer: +4915151819576
- E-mail: annika.buchholz@tuebingen.mpg.de
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Kontakt:
- Juergen Hetzel, M.D.
- Telefonnummer: +491622919339
- E-mail: juergen.hetzel@med.uni-tuebingen.de
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Underforsker:
- Bijoy N Atique, M.D.
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Ledende efterforsker:
- Juergen Hetzel, M.D.
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Underforsker:
- Maik Haentschel, M.D.
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Deltagelseskriterier
Berettigelseskriterier
Berettigelseskriterier
Aldre berettiget til at studere
Tager imod sunde frivillige
Køn, der er berettiget til at studere
Prøveudtagningsmetode
Studiebefolkning
Beskrivelse
Inclusion Criteria:
- Written informed consent
- Age >= 18 years
- Detection of SARS-CoV2 within the past 5 days
Exclusion Criteria:
- Inability to measure vital parameters and document symptoms
Studieplan
Hvordan er undersøgelsen tilrettelagt?
Design detaljer
Antal grupper/kohorter
Kohorter og interventioner
Gruppe / kohorteGruppe / kohorte |
Intervention / BehandlingIntervention / Behandling |
|---|---|
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Training cohort
Randomly selection of 80% of the study population.
The machine learning algorithm is trained on this dataset
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Machine learning on vital parameters, clinical symptoms and underlying diseases
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Validation cohort
Randomly selection of 20% of the study population.
The machine learning algorithm which was trained on the basis of the training data cohort is validated on the validation cohort.
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Quantification of the prediction power and identification of the most relevant predictive parameters
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Hvad måler undersøgelsen?
Primære resultatmål
Primære resultatmål
Resultatmål |
Tidsramme |
|---|---|
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Probability of Participants for Hospitalisation or Fatal Outcome
Tidsramme: Detection of severe acute respiratory syndrome- Corona Virus 2 (SARS-CoV2) to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of severe acute respiratory syndrome- Corona Virus 2 (SARS-CoV2) to recovery, hospitalisation or fatal outcome up to 5 weeks
|
Sekundære resultatmål
Sekundære resultatmål
Resultatmål |
Tidsramme |
|---|---|
|
Probability of Participants for Intensive Care Unit Admission
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Probability of Participants for Fatal Outcome
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Prediction of persisting health impairment by using standardized questionnaires
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of symptoms, vital parameters and comorbidities predicting clinical course
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Influence of size of training data set
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Influence of viral load on the course of disease/ clinical outcome
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Influence of different virus variants on the course of disease/ clinical outcome
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Influence of SARS-CoV2 vaccination (yes/no) on the course of disease/ clinical outcome
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Evaluation of parameters (symptoms, vital parameters, comorbidities) according to their potential of clinical course predictions
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
|
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Probability of Participants for hospitalisation
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Influence of different SARS-CoV2 vaccines on the course of disease/ clinical outcome
Tidsramme: Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Detection of SARS-CoV2 to recovery, hospitalisation or fatal outcome up to 5 weeks
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Samarbejdspartnere og efterforskere
Sponsor
Sponsor
Samarbejdspartnere
Samarbejdspartnere
Efterforskere
Efterforskere
- Studiestol: Bernhard Schoelkopf, PhD, Max-Planck-Institute, Tuebingen, Germany
- Ledende efterforsker: Juergen Hetzel, MD, University Hospital of Tuebingen, Tuebingen, Germany
Datoer for undersøgelser
Studer store datoer
Studiestart (Faktiske)
Studiestart
Primær færdiggørelse (Forventet)
Primær færdiggørelse
Studieafslutning (Forventet)
Studieafslutning
Datoer for studieregistrering
Først indsendt
Først indsendt
Først indsendt, der opfyldte QC-kriterier
Først indsendt, der opfyldte QC-kriterier
Først opslået (Faktiske)
Først opslået
Opdateringer af undersøgelsesjournaler
Sidste opdatering sendt (Faktiske)
Sidste opdatering sendt
Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier
Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier
Sidst verificeret
Sidst verificeret
Mere information
Begreber relateret til denne undersøgelse
Yderligere relevante MeSH-vilkår
Andre undersøgelses-id-numre
Andre undersøgelses-id-numre
- TEDDI
Plan for individuelle deltagerdata (IPD)
Planlægger du at dele individuelle deltagerdata (IPD)?
Lægemiddel- og udstyrsoplysninger, undersøgelsesdokumenter
Studerer et amerikansk FDA-reguleret lægemiddelprodukt
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