Barak-Corren Y, Fine AM, Reis BY Early Prediction Model of Patient Hospitalization From the Pediatric Emergency Department. Pediatrics. 2017 May;139(5):e20162785. doi: 10.1542/peds.2016-2785.
Barak-Corren Y, Israelit SH, Reis BY Progressive prediction of hospitalisation in the emergency department: uncovering hidden patterns to improve patient flow. Emerg Med J. 2017 May;34(5):308-314. doi: 10.1136/emermed-2014-203819. Epub 2017 Feb 10.
La Cava WG, Lett E, Wan G Fair admission risk prediction with proportional multicalibration. Proc Mach Learn Res. 2023;209:350-378.
Effect of Predictive Model on ED Physician Assessments of Patient Disposition
Interventional studies are often prospective and are specifically tailored to evaluate direct impacts of treatment or preventive measures on disease.
Observational studies are often retrospective and are used to assess potential causation in exposure-outcome relationships and therefore influence preventive methods.
Expanded access is a means by which manufacturers make investigational new drugs available, under certain circumstances, to treat a patient(s) with a serious disease or condition who cannot participate in a controlled clinical trial.
Clinical trials are conducted in a series of steps, called phases - each phase is designed to answer a separate research question.
Phase 1: Researchers test a new drug or treatment in a small group of people for the first time to evaluate its safety, determine a safe dosage range, and identify side effects.
Phase 2: The drug or treatment is given to a larger group of people to see if it is effective and to further evaluate its safety.
Phase 3: The drug or treatment is given to large groups of people to confirm its effectiveness, monitor side effects, compare it to commonly used treatments, and collect information that will allow the drug or treatment to be used safely.
Phase 4: Studies are done after the drug or treatment has been marketed to gather information on the drug's effect in various populations and any side effects associated with long-term use.
