ArticleScientific reports2026
Sustainable sludge derived activated carbon polyaniline composite removes lead and cadmium from industrial wastewater.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study presents the fabrication of a novel, sustainable, and cost-effective hybrid composite (SAC-PANI) derived from sewage sludge calcined at 600 °C, activated carbon, and polyaniline through in situ oxidative polymerization. Comprehensive Characterization using FTIR, XRD, SEM, BET, and TGA confirmed the successful formation of the composite and its enhanced physicochemical properties. BET analysis revealed a substantial increase in surface area (90 m²/g) compared to raw calcined sludge (58 m²/g), indicating improved porosity. Process optimization was performed using Response Surface Methodology (RSM) based on a Central Composite Design (CCD). The developed quadratic model (R² = 0.984) adequately described the system and revealed significant interactions among pH, adsorbent dosage, and initial metal concentration, with optimum removal achieved at pH 6.0. Adsorption equilibrium data were best described by the Langmuir isotherm (R² = 0.995 and 0.992 for Pb(II) and Cd(II), respectively), yielding maximum adsorption capacities of 128.5 ± 2.3 mg/g for Pb(II) and 115.7 ± 2.1 mg/g for Cd(II). Kinetic studies were well fitted by the pseudo-second-order model (R² = 0.998 for Pb(II) and 0.997 for Cd(II)), with rate constants of k₂ = 0.035 ± 0.001 g/mg·min for Pb(II) and k₂ = 0.029 ± 0.001 g/mg·min for Cd(II), indicating that chemisorption is the dominant adsorption mechanism owing to interactions between the metal ions and the nitrogen-containing functional groups of PANI. Thermodynamic analysis demonstrated that the adsorption process is spontaneous (ΔG° = -19.8 kJ/mol for Pb(II) and - 17.6 kJ/mol for Cd(II) at 298 K), endothermic (ΔH° = +33.5 kJ/mol for Pb(II) and + 25.3 kJ/mol for Cd(II)), and characterized by increased entropy (ΔS° = +132 J/mol·K for Pb(II) and + 98 J/mol·K for Cd(II)), indicating chemisorption-driven metal uptake. The composite also exhibited good stability, retaining more than 82% of its removal efficiency after five adsorption-desorption cycles for both Pb(II) and Cd(II).). Environmental safety assessment via the TCLP leaching test demonstrated that the spent adsorbent is non-hazardous, with Pb and Cd leachate concentrations (0.58 and 0.18 mg/L, respectively) well below EPA regulatory limits (5.0 mg/L for Pb and 1.0 mg/L for Cd). Importantly, the SAC-PANI composite was successfully tested on real electroplating wastewater, achieving Pb(II) and Cd(II) removal efficiencies of 75.0 ± 1.5% and 72.6 ± 1.4%, respectively, in the presence of competing ions and complex matrix effects. Overall, SAC-PANI demonstrates considerable potential as an efficient, sustainable, and low-cost adsorbent for the removal of heavy metals from wastewater.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.