Closed-Loop Per-Dose Readiness Verification for Pharmaceutical Suspensions: A Framework for Measurement-Gated Dispensing

This preprint presents a conceptual closed-loop framework for per-dose readiness verification and dispensing authorization of multidose pharmaceutical suspensions. The framework addresses the problem that a nominally correct medication dose may not correspond to an accurately delivered dose when the physical state of a suspension at the time of administration is unsuitable for reliable dispensing. The proposed architecture combines current-state measurement of the pharmaceutical suspension, evaluation against predefined readiness criteria, corrective action when a non-ready state is detected, post-correction verification, and machine-enforceable authorization of a bounded dispensing event only after qualifying readiness has been established. Following dispensing, the authorization is consumed, reset, or invalidated, requiring a new readiness determination for a subsequent dose. The framework is intended as an engineering and research architecture rather than a clinically validated medical device. Specific sensing modalities, readiness thresholds, corrective mechanisms, and dispensing implementations may vary according to formulation and use context. Experimental validation will be required to determine analytical performance, formulation-specific thresholds, dispensing accuracy, usability, and clinical relevance. The underlying technical architecture is the subject of a U.S. provisional patent application filed on September 9, 2026.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-10
DOI
https://doi.org/10.5281/zenodo.22689553
Primary Topic
Pharmaceutical studies and practices
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Closed-Loop Per-Dose Readiness Verification for Pharmaceutical Suspensions: A Framework for Measurement-Gated Dispensing

D. Satanovsky
Zenodo (CERN European Organization for Nuclear Research)
Pharmaceutical studies and practices
preprint

Closed-Loop Per-Dose Readiness Verification for Pharmaceutical Suspensions: A Framework for Measurement-Gated Dispensing

D. Satanovsky
preprint en

Abstract

This preprint presents a conceptual closed-loop framework for per-dose readiness verification and dispensing authorization of multidose pharmaceutical suspensions. The framework addresses the problem that a nominally correct medication dose may not correspond to an accurately delivered dose when the physical state of a suspension at the time of administration is unsuitable for reliable dispensing. The proposed architecture combines current-state measurement of the pharmaceutical suspension, evaluation against predefined readiness criteria, corrective action when a non-ready state is detected, post-correction verification, and machine-enforceable authorization of a bounded dispensing event only after qualifying readiness has been established. Following dispensing, the authorization is consumed, reset, or invalidated, requiring a new readiness determination for a subsequent dose. The framework is intended as an engineering and research architecture rather than a clinically validated medical device. Specific sensing modalities, readiness thresholds, corrective mechanisms, and dispensing implementations may vary according to formulation and use context. Experimental validation will be required to determine analytical performance, formulation-specific thresholds, dispensing accuracy, usability, and clinical relevance. The underlying technical architecture is the subject of a U.S. provisional patent application filed on September 9, 2026.

Zenodo (CERN European Organization for Nuclear Research)
Pharmaceutical studies and practices
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.