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Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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Pharma Case Study 1: Platform-Dependent Treatment Recommendation Divergence in Oncology

Authors: AIVO Standard;

Pharma Case Study 1: Platform-Dependent Treatment Recommendation Divergence in Oncology

Abstract

Abstract Conversational AI systems are increasingly used at the point of therapeutic choice in oncology. In structured decision-stage testing across multiple leading AI systems, identical treatment-selection questions produced materially different “preferred therapy” outcomes depending solely on platform. The divergence did not arise from guideline deviation or factual error. It emerged from structural differences in comparative framing and recommendation compression. This case study documents the observed behaviour in anonymised form and examines its governance implications.

Keywords

AI Governance, Oncology, Pharma, Case study, Molecule, Evidentia, External AI-systems, AIVO, Immunotherapy, AIVO Standard, Multi-turn conversational structure, Decison-stage recommendation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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