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    Teal Enhancements for Cross-Industry Adoption

      Teal Enhancements for Cross-Industry Adoption

      Oct 01, 2025

      Project Scope

      Research: Conduct a detailed analysis of the current teal framework and identify areas where flexibility can be introduced. A Proof-of-Concept will be provided after research. Development: Create new functionalities that allow for the re-formatting, post-processing, and decoration of outputs generated by existing teal modules.Testing: Develop test cases to ensure the new functionalities are compatible with existing modules and meet the customisation needs of different companies.Documentation: Update the framework's documentation to include instructions on how to use the new features.Training & Support: Provide training and ongoing support to users within the pharma industry to facilitate the adoption of the enhanced teal framework.

      Problem Statement

      The teal framework has provided significant value to the pharma community via its power of interactive data exploration in clinical trials and beyond, together with its pre-built modules in teal.modules.clinical, which analyse standardised clinical data and generate outputs that meet general industry standards. However, the industry's varied standards and analysis needs may pose a limitation to wider adoption of teal across different companies. Sometimes this has led to the need for companies to develop their own ad hoc clinical modules from scratch to meet their specific requirements, which can be resource-intensive and inefficient. The proposed project seeks to address this challenge by enhancing features and flexibilities of the teal framework. With these enhancements, users can tailor the output formatting and presentation without modifying the core modules, ensuring that the framework remains widely usable across different companies while reducing the overhead of custom module development.

      Problem Impact

      The project aims to introduce enhanced flexibility into the teal framework. By adding new functionalities that allow users to re-format, post-process, and decorate outputs generated by any teal module, the project will enable the pharmaceutical industry to standardise outputs according to individual company requirements without the need to develop custom modules from scratch. This will also empower the reusability and scalability of existing modules across different companies.

      Key Benefits:

      • Streamlined processes for generating customised tables, listings, and graphs (TLGs).
      • Reduced need for bespoke module development.
      • Increased adoption and utility of the teal framework across various pharmaceutical companies.
      • Enhanced standardisation across the industry, promoting efficiency and consistency.

      Project Leads

      Email

      Peyman Eshghi, Johnson & Johnson

      peshghi@its.jnj.com

      Nina Qi, Gene

      qi.ting@gene.com

      Nicholas Masel, Johnson & Johnson

      nmasel@its.jnj.com
      Alex Pearce, PHUSE Project Assistant

      alexandra@phuse.global

      CURRENT STATUS (Updated Quarterly) 

      • Organise a webinar focused on exploring the synergy between Generative AI and the Teal Framework in the pharmaceutical industry​
      • Facilitate cross-industry discussions on book marking within teal framework​
      • Initiate the development of the uteals package to coordinate and streamline the development of utility functions for teal
      • Webinar scheduled for October ​
      • Hands-On Workshop at PHUSE EU Connect​
      • Development of the uteals package, aiming to have a functional version ready to be announced at the PHUSE EU Connect forum
      Objectives & DeliverablesTimelines
      Project Initiation and requirements gatheringQ4 2024

      Development of flexibility features

      Q2 2025
      Initial testing and debuggingQ3 2025
      User acceptance testing and final adjustmentsQ4 2025
      Documentation, training and deploymentQ1 2025
      Interested in joining?
      If you are interested in joining this project, please email workinggroups@phuse.global 


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