Complex Event Analysis - Report

Key Focus

  • We are working to update our guidelines," a Department of Health spokesperson wrote.
    At Harvard, Truog, who supports White's framework, has recently published articles in the New England Journal of Medicine and the Boston Globe to help prepare hospitals, doctors and the public for the decisions and outcomes he thinks they could be facing soon.
    That kind of forethought by specialists is important, White has argued, so that doctors facing a pandemic don't have to struggle with such dire ethical questions case by case
  • By contrast, the framework White and his team developed ensures no one is disqualified from critical care from the outset.
    "Everyone who is normally eligible for intensive care remains eligible in a public health emergency," White said.
    Several hundred hospitals around the country have adopted White's framework, he said
  • Typically, adult patients will stay in the ICU -- and on a ventilator -- for only three to four days, as one Connecticut doctor explained, but Covid-19 patients need them for up to two or three weeks, dramatically increasing demand.
    Truog said he worked all weekend helping hospitals develop policies that determine who receives intensive care during a public health emergency.
  • Momentum supporting factors

  • (health, hospitals)
  • (doctors, hospitals)
  • (doctors, health)
  • (doctors, triage)
  • (health, triage)
  • (doctors, ventilators)
  • Challenge supporting factors

  • (doctors, health)
  • (health, hospitals)
  • (doctors, hospitals)
  • (doctors, new_england_journal)
  • (hospitals, new_england_journal)
  • (harvard, hospitals)
  • (doctors, truog)
  • (forethought, hospitals)
  • (covid-19, hospitals)
  • (boston_globe, hospitals)
  • Work-in-progress supporting factors

  • (health, hospitals)
  • (hospitals, policies)
  • (hospitals, medstar)
  • (hospitals, johns_hopkins)
  • (health, icu)
  • (hospitals, icu)
  • (covid-19, hospitals)
  • (health, pennsylvania)
  • (health, policies)
  • Complex Event Time Series Summary - REPORT


    Time PeriodChallengeMomentumWIP
    Report59.65 15.79 24.57

    High Level Abstraction (HLA) combined

    High Level Abstraction (HLA)Report
    (1) (health,hospitals)100.00
    (2) (doctors,health)71.32
    (3) (doctors,hospitals)61.24
    (4) (covid-19,hospitals)44.19
    (5) (health,icu)37.21
    (6) (hospitals,policies)29.46
    (7) (doctors,new_england_journal)28.68
    (8) (hospitals,new_england_journal)27.91
    (9) (hospitals,medstar)27.13
    (10) (health,triage)27.13
    (11) (hospitals,johns_hopkins)26.36
    (12) (hospitals,icu)24.81
    (13) (harvard,hospitals)24.03
    (14) (doctors,truog)24.03
    (15) (forethought,hospitals)23.26
    (16) (doctors,triage)21.71
    (17) (boston_globe,hospitals)20.93
    (18) (doctors,well-being)18.60
    (19) (health,well-being)17.83
    (20) (health,university)17.05
    (21) (health,truog)15.50
    (22) (health,pennsylvania)12.40
    (23) (american,doctors)11.63
    (24) (doctors,providence_trinitycare_hospice)10.85
    (25) (health,providence_trinitycare_hospice)10.08
    (26) (health,policies)9.30
    (27) (health,pittsburgh_medical_center)8.53
    (28) (doctors,ventilators)8.53
    (29) (doctors,palliative)3.10
    (30) (doctors,objectivity)2.33
    (31) (doctors,non-frontline)1.55
    (32) (doctors,los_angeles)0.78

    Complex Event Analysis - REPORT

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    Supporting narratives:

    • momentum (Read more)
      • By contrast, the framework White and his team developed ensures no one is disqualified from critical care from the outset.
        "Everyone who is normally eligible for intensive care remains eligible in a public health emergency," White said.
        Several hundred hospitals around the country have adopted White's framework, he said
      • High Level Abstractions:
        • (health,hospitals)

    • momentum (Read more)
      • In the system's eight-point scale, the first four points illustrate the patient's likelihood to survive hospitalization, and the last four points assess whether, assuming they survive hospitalization, they have medical conditions associated with a life expectancy of less than one year or less than five years.
        Dr. Douglas White, professor of critical care medicine at the University of Pittsburgh, developed the basis for many hospitals'guidelines on how to prioritize coronavirus patients.
        Dr. Douglas White, professor of critical care medicine at the University of Pittsburgh, developed the basis for many hospitals'guidelines on how to prioritize coronavirus patients.
        In the event of a tie, White's framework directs doctors to consider life cycle, with priority being given to younger patients.
        "These are inevitably tragic choices with only bad options," White said
      • High Level Abstractions:
        • (doctors,hospitals)

    • momentum (Read more)
      • Like Alabama's, it lacks guidance on how to triage patients for access to ventilators.
        That is hardly a solution, White said after reviewing the new Alabama guidelines.
        "So their crisis standard of care guidance now basically provides no guidance to doctors about what to do in the face of ventilator shortages, which of course introduces its own thicket of problems around variability and bias," White wrote in an email.
        Two other states, Tennessee and Kansas, had guidelines that excluded some people from care in the event of a pandemic emergency, but pulled the guides offline on Friday after a CNN reporter inquired about them.
        A Tennessee list of exclusion criteria finalized in 2016 included patients with traumatic brain injuries, severe burns, severe dementia, ALS and end-stage MS; the state says it is not planning to replace the 2016 guidelines
      • High Level Abstractions:
        • (doctors,health)
        • (doctors,ventilators)
        • (doctors,triage)
        • (health,triage)

    • challenge (Read more)
      • We are working to update our guidelines," a Department of Health spokesperson wrote.
        At Harvard, Truog, who supports White's framework, has recently published articles in the New England Journal of Medicine and the Boston Globe to help prepare hospitals, doctors and the public for the decisions and outcomes he thinks they could be facing soon.
        That kind of forethought by specialists is important, White has argued, so that doctors facing a pandemic don't have to struggle with such dire ethical questions case by case
      • High Level Abstractions:
        • (forethought,hospitals)
        • (hospitals,new_england_journal)
        • (harvard,hospitals)
        • (boston_globe,hospitals)
        • (doctors,health)
        • (doctors,hospitals)
        • (health,hospitals)
        • (doctors,new_england_journal)

    • challenge (Read more)
      • (CNN)With the peak of Covid-19 infections still ahead and medical supplies still scarce, hospitals and physicians are gearing up for a nearly impossible challenge: deciding who gets a life-saving ventilator and who doesn't.
        "Physicians who work in parts of the world that don't have adequate resources have had to make decisions like this maybe even on a routine basis, but physicians in the United States have never faced anything like this before," said Dr. Robert Truog, director of the Center for Bioethics at Harvard Medical School
      • High Level Abstractions:
        • (covid-19,hospitals)

    • challenge (Read more)
      • White believes that triage committees should be created of non-frontline doctors, to "enhance objectivity, avoid conflicts of commitments, and minimize moral distress."
        Dr. Ira Byock, a palliative care physician in Los Angeles and founder of the Institute for Human Caring based at Providence TrinityCare Hospice in California, said that the usual clinical ethics for doctors change during a public health crisis.
        "For the first time in our experience, we have to balance the well-being of the community with the well-being of individual patients, which is usually our sole focus," Byock said.
        But even with the ethical guidance that a framework like White's provides, Truog said, that responsibility means the road ahead for American doctors will not be easy.
        "It could very well be the case that in the next few days physicians are going to have to make decisions that they never even contemplated before, and the emotional toll for some is going to be absolutely disabling," Truog said
      • High Level Abstractions:
        • (doctors,truog)
        • (doctors,health)
        • (american,doctors)
        • (doctors,well-being)
        • (health,providence_trinitycare_hospice)
        • (doctors,objectivity)
        • (doctors,palliative)
        • (health,well-being)
        • (doctors,providence_trinitycare_hospice)
        • (doctors,non-frontline)
        • (doctors,los_angeles)
        • (health,truog)
        • (health,triage)

    • challenge (Read more)
      • One of the better frameworks to follow, he said, is one developed by Dr. Douglas White, a professor of critical care medicine at the University of Pittsburgh and the University of Pittsburgh Medical Center (UMPC).
        White said he began to develop his framework more than a decade ago during the avian influenza epidemic.
        It is essentially a point system calculating a patient's likelihood to benefit from ICU care, based on two considerations: 1) saving the most lives and 2) saving the most life-years.
        The lower the patient scores, the higher their prioritization for care
      • High Level Abstractions:
        • (health,university)
        • (health,pittsburgh_medical_center)
        • (health,icu)

    • challenge (Read more)
      • That's the blunt equation here," Cuomo said.
        Robert Truog, director of the Center for Bioethics at Harvard Medical School, says American doctors may face new ethical challenges in trying to triage limited ventilators for Covid-19 patients.
        The demand for ventilators has skyrocketed in intensive care units across the country as coronavirus patients have flooded in
      • High Level Abstractions:
        • (doctors,truog)
        • (american,doctors)
        • (doctors,ventilators)
        • (doctors,triage)

    • WIP (Read more)
      • Typically, adult patients will stay in the ICU -- and on a ventilator -- for only three to four days, as one Connecticut doctor explained, but Covid-19 patients need them for up to two or three weeks, dramatically increasing demand.
        Truog said he worked all weekend helping hospitals develop policies that determine who receives intensive care during a public health emergency.
      • High Level Abstractions:
        • (hospitals,policies)
        • (health,hospitals)

    • WIP (Read more)
      • By contrast, the framework White and his team developed ensures no one is disqualified from critical care from the outset.
        "Everyone who is normally eligible for intensive care remains eligible in a public health emergency," White said.
        Several hundred hospitals around the country have adopted White's framework, he said. The first set of hospitals, including Johns Hopkins and Medstar, came on board after a 2009 article on the system, White said.
        But since early March this year, his email has been flooded by hospitals'requests for guidance
      • High Level Abstractions:
        • (hospitals,johns_hopkins)
        • (hospitals,medstar)

    • WIP (Read more)
      • Typically, adult patients will stay in the ICU -- and on a ventilator -- for only three to four days, as one Connecticut doctor explained, but Covid-19 patients need them for up to two or three weeks, dramatically increasing demand.
        Truog said he worked all weekend helping hospitals develop policies that determine who receives intensive care during a public health emergency
      • High Level Abstractions:
        • (covid-19,hospitals)
        • (health,icu)
        • (hospitals,icu)

    • WIP (Read more)
      • UPMC confirmed that its 40 hospitals have since adopted the framework, and White said the state of Pennsylvania has implemented interim guidance to public hospitals based on his framework as well. Pennsylvania's Department of Health would not give details on the basis for their interim guidelines but said they intend to publish final guidelines soon.
        As hospitals across the country try to figure out how they would ration insufficient supplies in an emergency -- with their discussions sometimes causing public outrage, as when a proposed letter to patients in the Henry Ford Health System leaked last week -- some states'guidelines have until recently excluded certain types of people from critical care under those conditions.
        Alabama's 2010 Emergency Operations Plan, for example, states that "persons with severe or profound mental retardation" and "moderate to severe dementia" are "unlikely candidates for ventilator support."
        Those guidelines were updated in February 2020, but the new guidance makes no mention of how to triage patients in the event of ventilator shortages
      • High Level Abstractions:
        • (health,pennsylvania)

    • WIP (Read more)
      • Typically, adult patients will stay in the ICU -- and on a ventilator -- for only three to four days, as one Connecticut doctor explained, but Covid-19 patients need them for up to two or three weeks, dramatically increasing demand.
        Truog said he worked all weekend helping hospitals develop policies that determine who receives intensive care during a public health emergency. One of the better frameworks to follow, he said, is one developed by Dr. Douglas White, a professor of critical care medicine at the University of Pittsburgh and the University of Pittsburgh Medical Center (UMPC).
        White said he began to develop his framework more than a decade ago during the avian influenza epidemic.
        It is essentially a point system calculating a patient's likelihood to benefit from ICU care, based on two considerations: 1) saving the most lives and 2) saving the most life-years.
        The lower the patient scores, the higher their prioritization for care
      • High Level Abstractions:
        • (health,policies)

    Target rule match count: 32.0 Challenge: 0.30 Momentum: 0.08 WIP: 0.12