NON SCIENCE Flashcards
What is research misconduct?
Falsification, fabrication, and plagiarism in research
What is falsification in research?
Manipulating research materials or changing/omitting data/results such that research is not accurately represented in the research record
What is fabrication in research?
Making up data or results and recording/reporting them
What is plagiarism in research?
Appropriation of another person’s ideas, processes, results, or words w/o appropriate credit
Which federal and institutional offices oversee research misconduct?
Federal - PHS/HHS or OIG
Institutional - office for research integrity
What is the process of investigating misconduct?
Initial assessment –> inquiry committee –> investigation committee –> institutional decision –> federal reporting and oversight review
What is a significant challenge associated with producing data in medical applications for machine learning?
It takes thousands of samples to produce a robust algorithm, which are prone to human subjectivity for images and data on clinical outcomes requires long-term follow up
What are 6 potential advantages of machine learning in diagnostic applications?
1) unbiased way to formulate patterns quicker than humans can
2) reduction in inter-observer variability
3) high reproducibility and standardization
4) improved quantitative measurement and recognition of latent patterns
5) delivering specialized expertise when needed
6) efficiency of analysis
What are 7 disadvantages of machine learning in diagnostic applications?
1) must have adequate, high quality data
2) need well-labeled data
3) labeling data is laborious and subjective
4) large data sets can be heterogenous and have confounding factors
5) machine learning algorithms can be tricked relatively easily
6) bad at extrapolating
7) can reproduce human bias
What are 3 applications of machine learning in pathology?
1) classification of renal allograft biopsies
2) predicting clinical outcomes in patients with diffuse gliomas
3) measuring tumor infiltrating lymphocytes in breast cancer
What are 4 reasons for truth telling?
1) lying undermines social trust
2) loss of trust is bad because trust is essential for doctor-patient relationships
3) a single lie often requires continued deception
4) deception is a slippery slope
What is the relationship between “blame-free medical excuse” in living organ donation and truth-telling
Blame-free medical excuse allows living organ donors to be free from coercion and pressure to donate such that their consent to the procedure is fully informed and voluntary. This requires lying to the patient, in violation of the principle of truth-telling and could lead to more complications and lying down the road, but is generally accepted to protect potential living-donors.
What ethical principles are involved in living organ donation?
Beneficence and non-maleficence (you are harming the donor by performing an unnecessary surgery, but for the good of the donors emotional needs)
What are 4 requirements for informed consent?
Patient must know
1) their diagnosis
2) the recommended treatment
3) alternative treatments/consequences of no treatment
4) risks/benefits/consequences of each option
What four factors are driving national healthcare trends?
- economic forces
- market dynamics
- changing consumers
- policy
What provisions does the ACA provide for value-based care?
It established plans for value-based payment and created the center for medicare and medicaid innovation (CMMI) to test innovative payment models
What is MACRA?
A program that replaced previous methodology for how Medicare increases payments for services year-to-year and includes two tracks for value-based payments
What two tracks did MACRA create for value based care?
Advanced alternative payment models (A-APMs)
Merit-based incentive payment systems (MIPS)
What are the four criteria for MIPS payments?
Quality, cost, improvement activities, promoting interoperability
What is value in healthcare?
A balance that maximizes health outcomes achieved over cost of achieving outcomes
What are episodic payment models?
Payments based on “episodes of care” surrounding a treatment or condition
What are bundled payments?
A payment model where providers receive a set fee fora service that they can split between all providers involved
What are accountable care organizations?
Networks of doctors and hospitals that share responsibility for managing the care of populations
What are “shared savings” programs for ACOs?
Any reductions in cost achieved by an ACO are shared by providers and payers