Category: HPF-P Framework

Holistic Prediction Framework for Pharmaceutical Portfolios

HPF-P Platform Technical Overview: From Specification to Deployment

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Framework Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18845469  30stabilfr·wdophcgmx
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HPF-P is the reference implementation of the Holistic Portfolio Framework (HPF), providing a web-based platform for pharmaceutical portfolio decision support through DRI computation, DRL assignment, and strategy-appropriate optimization. This paper provides a technical overview of HPF-P: its architecture, API design, core algorithms, and deployment configuration. We describe the spec-driven dev...

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Framework Research by Oleh Ivchenko DOI: 10.5281/zenodo.18845469 30stabilfr·wdophcgmx
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Environmental Entropy and Pharma Portfolio Stability: Ukraine Market Analysis

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Framework Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18845461  73stabilfr·wdophcgmx
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Portfolio decision quality degrades when environmental entropy — the degree of unpredictability in the market system — exceeds the capacity of available information to characterize it. This paper formalizes the concept of environmental entropy in the context of pharmaceutical portfolio management and demonstrates its impact on Decision Readiness Index (DRI) dimension R5 (temporal stability). We...

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Framework Research by Oleh Ivchenko DOI: 10.5281/zenodo.18845461 73stabilfr·wdophcgmx
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Five-Level Portfolio Optimization: From Abstention to Multi-Objective AI

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Framework Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18845442  75stabilfr·wdophcgmx
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Score = Ref Trust (91 × 60%) + Required (3/5 × 30%) + Optional (1/4 × 10%)

The Decision Readiness Levels (DRL) framework prescribes one of five optimization strategies for each pharmaceutical portfolio segment, conditioned on that segment's Decision Readiness Index (DRI) score. This paper provides a complete specification of DRL-1 through DRL-5: the conditions under which each level is appropriate, the optimization methods employed at each level, the mathematical form...

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Framework Research by Oleh Ivchenko DOI: 10.5281/zenodo.18845442 75stabilfr·wdophcgmx
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Decision Readiness Index (DRI): Measuring Information Sufficiency for Portfolio Decisions

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Framework Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18845429  75stabilfr·wdophcgmx
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Score = Ref Trust (91 × 60%) + Required (3/5 × 30%) + Optional (1/4 × 10%)

Effective pharmaceutical portfolio optimization requires not only capable algorithms but also information of sufficient quality to support those algorithms. This paper provides a formal specification of the Decision Readiness Index (DRI), the core diagnostic component of the Holistic Portfolio Framework (HPF). DRI quantifies information sufficiency across five dimensions — data completeness (R1...

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Framework Research by Oleh Ivchenko DOI: 10.5281/zenodo.18845429 75stabilfr·wdophcgmx
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HPF: A Holistic Framework for Decision-Readiness in Pharmaceutical Portfolio Management

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Framework Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18845421  73stabilfr·wdophcgmx
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Score = Ref Trust (91 × 60%) + Required (3/5 × 30%) + Optional (0/4 × 10%)

Pharmaceutical portfolio management operates at the intersection of scientific uncertainty, regulatory complexity, and market volatility. Traditional optimization approaches assume a stable, well-characterized information environment — an assumption that routinely fails in practice, particularly in emerging markets subject to geopolitical disruption. This paper introduces the Holistic Portfolio...

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Framework Research by Oleh Ivchenko DOI: 10.5281/zenodo.18845421 73stabilfr·wdophcgmx
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Score = Ref Trust (91 × 60%) + Required (3/5 × 30%) + Optional (0/4 × 10%)
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