The Complete Inpatient Record Using Comprehensive Electronic Data (CIRCE) project: A team-based approach to clinically validated, research-ready electronic health record data.

Introduction: The rapid adoption of electronic health record (EHR) systems has resulted in extensive archives of data relevant to clinical research, hospital operations, and the development of learning health systems. However, EHR data are not frequently available, cleaned, standardized, validated, and ready for use by stakeholders. We describe an in-progress effort to overcome these challenges with cooperative, systematic data extraction and validation.

Development and External Validation of a Machine Learning Model to Predict Restriction from Spirometry.

Background: Though European Respiratory Society and American Thoracic Society (ERS/ATS) guidelines for pulmonary function test (PFT) interpretation recommend the use of the forced vital capacity (FVC) lower limit of normal (LLN) to exclude restriction, recent data suggest that the negative predictive value (NPV) of the FVC LLN is lower than has been accepted, particularly among non-Hispanic Black patients. We sought to develop and externally validate a machine learning (ML) model to predict restriction from spirometry and determine whether its use may improve the accuracy and equity of PFT interpretation.

Methods: We included PFTs with both static and dynamic lung volume measurements for patients between 18 and 80 years of age who were tested at pulmonary diagnostic labs within two health systems.

Making beads and bead making: an introduction.

Beads are a prominent category of material culture in the African past. Crosscutting their study across temporal periods and geographical areas are some general methodological and theoretical convergences: the categorisation of beads in terms of materials and methods of manufacture, an emphasis on provenance and distribution, and the analysis of beads as 'social signals' in relation to identity, networks and status. This paper outlines the conceptual framework of 'making' and discusses how such a framework can expand on existing analyses and provide new avenues for studying beads in the African past.

A Normal Forced Vital Capacity Does Not Reliably or Equitably Exclude Restriction.

Background: European Respiratory Society and American Thoracic Society (ERS/ATS) guidelines for pulmonary function test (PFT) interpretation recommend the use of a normal forced vital capacity (FVC) to exclude restriction. However, this recommendation is based upon a single study from 1999, which was limited to White patients, and used race-specific reference equations that are no longer recommended by ERS/ATS. We sought to reassess the support for this recommendation by calculating the negative predictive value (NPV) of a normal FVC in a diverse, multicenter cohort using race-neutral reference equations.