Table 1 Recent literature on CTAB-assisted metal oxides and PEDOT: PSS for gas sensing.

From: Performance comparison of CTAB-modified NiO, ZnO, and SnO2 sensors for CO and CH4 detection in environmental and health applications

Method

Materials/system

Key findings

Limitations

Research gap

Ref.

Chemical synthesis routes (hydrothermal, sol–gel, CVD)

1D oxide nanostructures (ZnO, SnO2, TiO2, etc.)

Discussed control over morphology and crystallinity through different synthesis methods

Did not explore polymer or surfactant-assisted synthesis effects

Need to evaluate surfactant-assisted 1D nanostructures (e.g., CTAB) for improved sensing performance

18

2019

Inkjet printing and sol–gel synthesis

PEDOT: PSS/ZnO paper-based hydrazine sensor

Demonstrated high flexibility, cost-effectiveness, and good sensitivity for hydrazine detection at room temperature

Limited to liquid-phase sensing; lacks humidity or gas sensing exploration

Integration of PEDOT: PSS/ZnO heterostructures for real-time gas or humidity sensing not yet studied

19

2020

Review of electroactive hybrid nanocomposites

Organic–inorganic nanocomposites using nanostructured materials

Highlighted enhanced gas sensing due to improved charge mobility and structural porosity

Lacks experimental validation and detailed comparison of hybrid vs. pure oxide sensors

Experimental correlation between morphology, sensitivity, and humidity response remains limited

20

2022

Hydrothermal method and surface modification

Au-modified SnO2/ZnO composite

Achieved high CO gas sensitivity at room temperature due to Au catalytic activity and SnO2/ZnO heterojunction

Performance analyzed for a single gas; lacks humidity interference study

Study of multi-gas selectivity and humidity effect on SnO2/ZnO heterostructure is still required

21

2025

Review of heterojunction photocatalysts

Bi-based S/Z heterojunctions

Reviewed Bi-based S/Z-scheme catalysts with efficient charge migration for key photocatalytic reactions.

Provides a solid photocatalytic foundation, opening space to explore S/Z heterojunctions for gas-sensing applications

Need to evaluate S/Z-scheme heterojunctions for enhancing charge separation and gas-sensing behavior

22

2025

Review of synthesis and characterization techniques

Metal oxide–polymer hybrid composites

Summarized advances in synthesis and multifunctional applications such as sensing, energy storage, and catalysis

Review focused more on synthesis than on interfacial charge transfer mechanisms

Need to investigate synergistic effects between polymers and metal oxides for enhanced sensing selectivity

23

2025