title: The Importance of Developing Standardized Transparent Validation of Large Data.
authors.affiliation: Department of Anesthesiology, University of Arkansas for Medical Sciences, Little Rock, Arkansas, jasanford@gmail.com Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, California, rajaffe@stanford.edu Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, California, bkadry@stanford.edu Department of Anesthesiology, Kaiser Permanente, Sacramento Medical Center, Sacramento, California, bjerrej@gmail.com Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, California, cschmies@stanford.edu Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, California, brockutn@stanford.edu.
authors.forename: Joseph
authors.initials: J
authors.lastname: Sanford
authors.forename: Richard A
authors.initials: RA
authors.lastname: Jaffe
authors.forename: Bassam
authors.initials: B
authors.lastname: Kadry
authors.forename: Jens
authors.initials: J
authors.lastname: Bjerregaard
authors.forename: Cliff
authors.initials: C
authors.lastname: Schmiesing
authors.forename: John G
authors.initials: JG
authors.lastname: Brock-Utne