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Record W4408237541 · doi:10.23977/acss.2025.090105

Design of Control System for Household Disinfection Cabinet

2025· article· en· W4408237541 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAdvances in Computer Signals and Systems · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEnergy and Environmental Systems
Canadian institutionsnot available
Fundersnot available
KeywordsCabinet (room)Control (management)Waste managementEnvironmental scienceEngineeringComputer scienceMechanical engineering

Abstract

fetched live from OpenAlex

With improved living standards, people pay more attention to health and safety, and household disinfection cabinets have become increasingly important in modern families. In the past, the disinfection cabinet mainly relied on simple mechanical switches; the operation was not flexible enough, and the disinfection effect was difficult to guarantee. Therefore, the traditional disinfection cabinet could not meet the needs of modern families. The system comprises a temperature and humidity monitoring module, LCD interface, physical key input, stepper motor driver, sound and light alarm system, relay, and Bluetooth wireless communication module. An intelligent disinfection cabinet with comprehensive functions and convenient operation was completed. By accurately controlling the temperature and humidity of the disinfection cabinet, the system can ensure the effectiveness of the disinfection process. The system can give the user feedback on the working state of the disinfection cabinet in real time with the LCD. Users can remotely control the disinfection mode, disinfection time, and system switch of the disinfection cabinet by independent buttons or a Bluetooth mobile phone app paired with the system, which significantly improves its convenience. In addition, the system is equipped with a temperature monitoring and protection mechanism. When the detected temperature exceeds the set threshold, the system will immediately trigger the sound and light alarm and send reminders to the user through the mobile phone app to ensure the safety of the use process.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.987
Threshold uncertainty score0.330

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.017
GPT teacher head0.265
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it