Evidence map›Paper›PMID 42740250›Full record

ArticleSensors (Basel, Switzerland)2026

Proxy-Based Diagnostics of Quantum Oracle Sketching Robustness for Non-IID Sensor and Telemetry Streams.

Mohammed Farsi, Muhammad Mahmoud, Abdelmoniem Helmy

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Mohammed FarsiComputer Information Systems Department, Taibah University, Yanbu 46477, Saudi Arabia.ORCID 0009-0001-2574-6533
Muhammad MahmoudInformation Systems Department, Faculty of Computers and Artificial Intelligence, Matrouh University, Matrouh 51511, Egypt.ORCID 0000-0002-0618-5662
Abdelmoniem HelmyComputer Information Systems Department, Taibah University, Yanbu 46477, Saudi Arabia.ORCID 0000-0001-5996-6019

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Published quantum-streaming theory establishes quantum memory advantages for specific streaming problems; how a correlation-sensitive proxy model behaves under the structured dependence typical of sensor and telemetry streams, however, remains uncharted. We present a proxy-based diagnostic and hypothesis-generation framework for correlation-sensitive streaming analysis. Operational proxies for the refreshing time τ and repetition number

Indexed as

correlation diagnosticsnon-IID dataoracle sketchingquantum computingsensor data streamsstreaming algorithmstelemetry

Identifiers

PMID42740250
PMCPMC13568372

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.