Preliminary Field Evaluation of a Low-Cost IoT Workflow for Dissolved Oxygen Monitoring and Short-Horizon Forecasting in Nile Tilapia Aquaculture.

Ahmed Mohammed Al-Khaldi, Ragavesh Dhandapani, Mohammed Ahmed Al-Badri

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.

Ahmed Mohammed Al-KhaldiDepartment of Electrical and Communication Engineering, College of Engineering, National University of Science and Technology, P.O. Box 2322, Seeb 111, Oman.ORCID 0009-0002-6110-7568

Ragavesh DhandapaniDepartment of Electrical and Communication Engineering, College of Engineering, National University of Science and Technology, P.O. Box 2322, Seeb 111, Oman.ORCID 0000-0003-1526-4765

Mohammed Ahmed Al-BadriDepartment of Electrical and Communication Engineering, College of Engineering, National University of Science and Technology, P.O. Box 2322, Seeb 111, Oman.ORCID 0009-0004-8952-865X

Funding

National University of Science and Technology, Muscat, Oman noneResearch and Innovation Authority (RIA), Oman none

6 · The paper itself

Abstract

Short-term fluctuations in dissolved oxygen are difficult to capture in warm outdoor Nile tilapia (

Indexed as

AquacultureCichlidsEnvironmental MonitoringOxygenAnimalsForecastingTemperatureWorkflowOxygenaquaculture monitoringdissolved oxygenlow-cost IoTNile tilapiaOreochromis niloticuspreliminary field evaluationshort-horizon forecasting

Identifiers

PMID42451483

DOI10.3390/s26134242

PMCPMC13364265

What OpenQuestion holds

Textmetadata

LicenceCC BY

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.