{"id":"W4327965786","doi":"10.3390/min13030438","title":"Coal-Based Activated Carbon via Microwave-Assisted ZnCl2 Activation for Methyl Violet 2B Dye Removal: Optimization, Desirability Function, and Adsorption Mechanism","year":2023,"lang":"en","type":"article","venue":"Minerals","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Universiti Teknologi MARA; King Saud University","keywords":"Adsorption; Activated carbon; Methyl violet; Methylene blue; Freundlich equation; Chemistry; Nuclear chemistry; Cationic polymerization; Mesoporous material; Chemical engineering; Materials science; Chromatography; Organic chemistry; Photocatalysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007032215,0.0002953161,0.0002797349,0.0001804787,0.0002386755,0.00006229311,0.0001313462,0.0002447886,0.0005330413],"category_scores_gemma":[0.0001357351,0.0002768095,0.0001166768,0.0008170126,0.0001395632,0.0002734814,0.00006862797,0.0001247417,0.00005857682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002643345,"about_ca_system_score_gemma":0.00002501742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002261279,"about_ca_topic_score_gemma":0.00006206276,"domain_scores_codex":[0.997961,0.0001785764,0.0004621959,0.0006463485,0.000363339,0.000388573],"domain_scores_gemma":[0.9990833,0.0001236127,0.0002583242,0.0003102919,0.00006779517,0.0001567091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002487626,0.00008937337,0.000477458,0.0000233931,0.00002166012,0.000001001327,0.00004660276,0.01166556,0.9845882,0.0001296322,0.0008083846,0.001899945],"study_design_scores_gemma":[0.002675025,0.0003152993,0.01648903,0.000043027,0.0001001171,0.0000221131,0.00009303527,0.3819114,0.588093,0.004509327,0.005064368,0.0006842159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566949,0.000006233899,0.1401854,0.001264704,0.0002001791,0.0009030809,0.00003296287,0.0003936591,0.0003188404],"genre_scores_gemma":[0.9878436,0.00001141541,0.008896843,0.0007029956,0.00006586836,0.00008956125,0.000443858,0.00004487071,0.001900957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3964952,"threshold_uncertainty_score":0.9999684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02407433922250566,"score_gpt":0.2448563972022713,"score_spread":0.2207820579797657,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}