Evidence map›Paper›PMID 42740042›Full record

ArticleSensors (Basel, Switzerland)2026

TA-BI: A Formal Observation-to-Decision Architecture for Trust-Aware Routing Support in Wireless and Mobile Wireless Sensor Networks.

Wiesław Jabłoński, Ksawery Krenc, Adam Kawalec

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.

Wiesław JabłońskiWB Electronics S.A., 129/133 Poznańska Street, 05-850 Ożarów Mazowiecki, Poland.ORCID 0009-0001-9301-6831
Ksawery KrencInstitute of Missile Technology and Mechatronics, Faculty of Mechatronics, Armament and Aerospace, Military University of Technology, 2 gen. Sylwestra Kaliskiego Street, 00-908 Warsaw, Poland.ORCID 0000-0002-1275-0736
Adam KawalecFaculty of Mechatronics, Armament and Aerospace, Military University of Technology, 2 gen. Sylwestra Kaliskiego Street, 00-908 Warsaw, Poland.ORCID 0000-0003-3930-7504

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

TA-BI (trust-aware behavioral intelligence) is a conceptual-formal observation-to-decision contract for trust-aware routing support in reactive multi-hop wireless sensor networks (WSNs) and mobile wireless sensor networks (MWSNs). It specifies evidence provenance and availability, separates current Behavioral Information from historical node Trust, maps these states to route candidates, and controls when RouteScore may affect a native routing decision. In the reference AODV adapter, declared validity checks, destination-sequence freshness, and hop-count precedence are applied before RouteScore on a finite frozen candidate set. A complete common component basis prevents asymmetric missing evidence from favoring a candidate; a closed gate disables TA-BI re-ranking but retains a total routing outcome through baseline ordering or native fallback. Nine propositions establish bounded contract properties, including candidate-admissibility preservation rather than equivalence of the complete AODV transition system. A deterministic Python oracle evaluates ten groups, with explicit T3/T4 subcases for stale, version-inconsistent, missing, low-confidence, and restored evidence. The evidence is separated into formal correctness, executable conformance, historical integration reachability, and empirical network performance. The supplied formal and deterministic artifacts support only the first two levels; the bounded historical OMNeT++/INET record supports integration reachability only. Packet delivery, delay, throughput, energy, overhead, scalability, and mobility performance are not evaluated.

Indexed as

evidence provenanceformal architecturemobile wireless sensor networksobservation-to-decision contractreactive routingrouting decision supportsensor network securitytrust-aware routingwireless sensor networks

Identifiers

PMID42740042
PMCPMC13568042

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.