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Impact of Predictive Modeling on Time to Palliative Care in an Outpatient Primary Care Population

14. juni 2021 opdateret af: Rachel D. Havyer, Mayo Clinic
A machine learning algorithm will be used to accurately identify patients in certain primary care units who may benefit from palliative care consults.

Studieoversigt

Status

Afsluttet

Betingelser

Intervention / Behandling

Detaljeret beskrivelse

A machine learning algorithm will be used to accurately identify patients in certain primary care units who may benefit from palliative care consults. These patients will be presented weekly to a palliative care specialist in a custom user interface. The palliative care specialist will reach out to primary care teams if she determines that the patient would benefit from palliative care. If the primary care provider agrees, he/she would write a palliative care consult order for the patient. The goal is to reduce the time to palliative care for these patients, who may not have been identified as quickly without the algorithm.

Undersøgelsestype

Interventionel

Tilmelding (Faktiske)

127070

Fase

  • Ikke anvendelig

Kontakter og lokationer

Dette afsnit indeholder kontaktoplysninger for dem, der udfører undersøgelsen, og oplysninger om, hvor denne undersøgelse udføres.

Studiesteder

  • Forenede Stater
    • Minnesota
      • Rochester, Minnesota, Forenede Stater, 55905
        • Mayo Clinic in Rochester

Deltagelseskriterier

Forskere leder efter personer, der passer til en bestemt beskrivelse, kaldet berettigelseskriterier. Nogle eksempler på disse kriterier er en persons generelle helbredstilstand eller tidligere behandlinger.

Berettigelseskriterier

Aldre berettiget til at studere

18 år og ældre (Voksen, Ældre voksen)

Tager imod sunde frivillige

Ingen

Køn, der er berettiget til at studere

Alle

Beskrivelse

Inclusion Criteria:

  • Adult patient assigned to a primary care unit from July 2020 to June 2021.
  • Weekly the palliative care specialists will select patients by looking at patients in sorted order starting with the highest score and proceeding down the list and evaluating each patient for exclusion criteria.

Exclusion Criteria:

  • Patients that have been seen by Palliative care will be excluded for 75 days
  • Patients under the age of 18 years.
  • Patients currently enrolled with hospice

Studieplan

Dette afsnit indeholder detaljer om studieplanen, herunder hvordan undersøgelsen er designet, og hvad undersøgelsen måler.

Hvordan er undersøgelsen tilrettelagt?

Design detaljer

  • Primært formål: Screening
  • Tildeling: Randomiseret
  • Interventionel model: Crossover opgave
  • Maskning: Ingen (Åben etiket)

Våben og indgreb

Deltagergruppe / Arm
Intervention / Behandling
Ingen indgriben: Standard of Care
Palliative care specialists would not reach out to primary care providers. Palliative care needs would be met via existing mechanisms.
Eksperimentel: Predictive Model
Palliative care specialists review recommendations from the predictive model and contact a patient's primary care provider (PCP) when appropriate to recommend a palliative care consult.
Andet: Palliative care contacts primary care
Palliative care specialist reaches out to primary care to recommend a palliative care consult. If the primary care provider agrees, he/she will write an order for a palliative care consult.

Hvad måler undersøgelsen?

Primære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Timely identification for need of palliative care
Tidsramme: Through study completion, an average of 1 year
Time to electronic record of consult by the palliative care team in the outpatient setting
Through study completion, an average of 1 year

Sekundære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Number of palliative care consults
Tidsramme: Through study completion, an average of 1 year
Number of palliative care consults that occurred on intervention and standard of care arms
Through study completion, an average of 1 year
Number of advanced care planning notes documented in the EHR
Tidsramme: Through study completion, an average of 1 year
Number of advanced care planning notes documented in the EHR on both arms
Through study completion, an average of 1 year
Number of billing codes for palliative care
Tidsramme: Through study completion, an average of 1 year
Number of ICD-10 billing codes for palliative care on both arms
Through study completion, an average of 1 year
Positive predictive value of screened patients
Tidsramme: Through study completion, an average of 1 year
Percentage of screened patients that received palliative care consults
Through study completion, an average of 1 year
Percent of patients who are eligible for ECH based palliative care
Tidsramme: Through study completion, an average of 1 year
Percent of patients who are eligible for employee/community health (ECH) based palliative care compared to the Palliative Care Clinic.
Through study completion, an average of 1 year
Percent agreement between Palliative Care and Primary Care and average time between Primary Care Contact and Response
Tidsramme: Through study completion, an average of 1 year
Agreement statistics (percent agreement and Kappa statistics) between Palliative Care and Primary Care and descriptive statistics (mean, etc.) on time between primary care contact and response.
Through study completion, an average of 1 year

Samarbejdspartnere og efterforskere

Det er her, du vil finde personer og organisationer, der er involveret i denne undersøgelse.

Sponsor

Mayo Clinic

Efterforskere

  • Ledende efterforsker: Rachel Havyer, MD, Mayo Clinic

Publikationer og nyttige links

Den person, der er ansvarlig for at indtaste oplysninger om undersøgelsen, leverer frivilligt disse publikationer. Disse kan handle om alt relateret til undersøgelsen.

Hjælpsomme links

Datoer for undersøgelser

Disse datoer sporer fremskridtene for indsendelser af undersøgelsesrekord og resumeresultater til ClinicalTrials.gov. Studieregistreringer og rapporterede resultater gennemgås af National Library of Medicine (NLM) for at sikre, at de opfylder specifikke kvalitetskontrolstandarder, før de offentliggøres på den offentlige hjemmeside.

Studer store datoer

Studiestart (Faktiske)

31. august 2020

Primær færdiggørelse (Faktiske)

31. maj 2021

Studieafslutning (Faktiske)

31. maj 2021

Datoer for studieregistrering

Først indsendt

14. oktober 2020

Først indsendt, der opfyldte QC-kriterier

21. oktober 2020

Først opslået (Faktiske)

27. oktober 2020

Opdateringer af undersøgelsesjournaler

Sidste opdatering sendt (Faktiske)

16. juni 2021

Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier

14. juni 2021

Sidst verificeret

1. juni 2021

Mere information

Begreber relateret til denne undersøgelse

Nøgleord

Andre undersøgelses-id-numre

  • 20-005977

Plan for individuelle deltagerdata (IPD)

Planlægger du at dele individuelle deltagerdata (IPD)?

INGEN

Lægemiddel- og udstyrsoplysninger, undersøgelsesdokumenter

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Ingen

Studerer et amerikansk FDA-reguleret enhedsprodukt

Ingen

Disse oplysninger blev hentet direkte fra webstedet clinicaltrials.gov uden ændringer. Hvis du har nogen anmodninger om at ændre, fjerne eller opdatere dine undersøgelsesoplysninger, bedes du kontakte register@clinicaltrials.gov. Så snart en ændring er implementeret på clinicaltrials.gov, vil denne også blive opdateret automatisk på vores hjemmeside .

Kliniske forsøg med Palliativ pleje

Kliniske forsøg med Palliative care contacts primary care

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