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PRWP

Reproducibility package for Motivating Improved Healthcare Using Holistic Patient Contracts

2024
Get Reproducibility Package
Reference ID
RR_EST_2024_101
DOI
https://doi.org/10.60572/cg11-y968
Author(s)
Kevin Croke, Benjamin Daniels, Robert Lipinski, Daniel Rogger
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 28, 2024
Last modified
Nov 04, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The implicit contract in most primary healthcare provision has been the responsiveness of doctors to signals of ill-health by patients. For this to be socially optimal, patients must effectively identify underlying health issues or primary care doctors must effectively screen and identify latent conditions. This paper examines the impacts of doctors and patients writing an explicit contract for more holistic primary care. Without punishments for reneging on contract stipulations, the intervention aimed to shift the relational contract between the two parties away from episodic curative care and towards a holistic plan for patient welfare. In a large-scale randomized evaluation of these contracts tracked through the universe of patient records, the program caused changes in doctor activities towards greater screening, diagnosis and treatment of underlying health issues. For mild-risk patients, we see reductions in overall mortality of 40%. Thus, the paper provides evidence that shifts in the nature of the contracting relationship between patients and their care providers can have substantial welfare effects.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/201/download/573/README.pdf
    Reproducibility package (code) for Motivating Improved Healthcare Using Holistic Patient Contracts
    Title
    Reproducibility package (code) for Motivating Improved Healthcare Using Holistic Patient Contracts
    Dependencies
    All dependencies and their versions are listed in the file "renv.lock" of the reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    R
    Name
    R
    Version
    4.2.1

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 22H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 128 GB
    • Software version: R 4.2.1 (Funny-Looking Kid)

    Technology requirements

    Runtime: 12 hours

    Reproduction instructions

    Users need to gain access to all datasets, open the RStudio project file "RR_EST_2024_101.Rproj", run the command "renv::restore()" to replicate the project environment, and run the scripts in the folder "R Scripts" by following the order in the script prefixes to reproduce the results.

    Data

    Datasets
    Health Billing Microdata for Estonia
    Name
    Health Billing Microdata for Estonia
    Note
    Source: Estonian Health Insurance Fund. See the README for a list of the files, their location, and data source contact information.
    Access policy
    Restricted and not included in the package.
    Diagnoses Microdata for Estonia
    Name
    Diagnoses Microdata for Estonia
    Note
    Source: Estonian Health Insurance Fund. See the README for a list of the files, their location, and data source contact information.
    Access policy
    Restricted and not included in the package.
    Medical Procedures Microdata for Estonia
    Name
    Medical Procedures Microdata for Estonia
    Note
    Source: Estonian Health Insurance Fund. See the README for a list of the files, their location, and data source contact information.
    Access policy
    Restricted and not included in the package.
    Prescriptions Microdata for Estonia
    Name
    Prescriptions Microdata for Estonia
    Note
    Source: Estonian Health Insurance Fund. See the README for a list of the files, their location, and data source contact information.
    Access policy
    Restricted and not included in the package.
    Enhanced Care Management RCT Inclusion
    Name
    Enhanced Care Management RCT Inclusion
    Note
    Source: Estonian Health Insurance Fund. See the README for a list of the files, their location, and data source contact information.
    Access policy
    Restricted and not included in the package.
    Cost of Medical Procedures for Estonia
    Name
    Cost of Medical Procedures for Estonia
    Note
    Source: Estonian Health Insurance Fund. Data was downloaded from the data URL (TORU_2023apr_lisafail.xlsx), translated with Google Translator, and cleaned with the script "00_Archive/xx_cost_procedures.R".
    Access policy
    Restricted and not included in the package.
    Data URL
    https://www.tervisekassa.ee/otsing?keys=lisafai
    Enhanced Care Management (ECM) Evaluation of the Care Plans
    Name
    Enhanced Care Management (ECM) Evaluation of the Care Plans
    Note
    Source: authors' data collection on healthcare evaluation for randomly selected healthcare plans created for ECM. Files location: "Data/Raw/Other/ECM Evaluation of the care plans.csv", "Data/Raw/Other/ECM Evaluation of the care plans-b.csv".
    Access policy
    Forthcoming in the World Bank Data Development Hub.
    Data statement

    All data is restricted and has not been included in the reproducibility package.

    Description

    Output
    Motivating Improved Healthcare Using Holistic Patient Contracts
    Type
    Working paper
    Title
    Motivating Improved Healthcare Using Holistic Patient Contracts
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Kevin Croke Harvard T.H. Chan School of Public Health kcroke@hsph.harvard.edu
    Benjamin Daniels Georgetown University benjamin.daniels@georgetown.edu
    Robert Lipinski World Bank rlipinski@worldbank.org
    Daniel Rogger World Bank drogger@worldbank.org
    Date of production

    2024-08

    Scope and coverage

    Geographic locations
    Location Code
    Estonia EST

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Robert Lipinski World Bank rlipinski@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DIME World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2024-09-05

    Document version

    1

    Citation

    Citation
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