{"id":"W4221038063","doi":"10.1016/j.jclepro.2022.131521","title":"Coupled adsorption-catalytic reduction of permanganate on Co–Al-layered double hydroxide for dye removal","year":2022,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Layered Double Hydroxides Synthesis and Applications","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Adsorption; Chemistry; Aqueous solution; Catalysis; Inorganic chemistry; Hydroxide; Endothermic process; Layered double hydroxides; Molecule; Ionic strength; Physical chemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.001538742,0.0001525932,0.0003400563,0.0002557939,0.0003271045,0.00003982253,0.0002973059,0.00004309725,0.0002887773],"category_scores_gemma":[0.00008875013,0.0001374148,0.0001999033,0.0002414582,0.00008427722,0.0003649517,0.00003928773,0.000222989,0.00001949864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263205,"about_ca_system_score_gemma":0.0001205398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003358595,"about_ca_topic_score_gemma":0.000002215303,"domain_scores_codex":[0.9978939,0.00009263961,0.0008207986,0.0003266018,0.0006436541,0.0002224077],"domain_scores_gemma":[0.9979579,0.00005625189,0.00118218,0.0003887838,0.0003378771,0.00007701477],"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":[0.001297209,0.0003195491,0.000007391692,0.00003760183,0.00003106082,0.000002426587,0.0002373077,0.05999957,0.930216,0.0006780775,0.006314496,0.0008593752],"study_design_scores_gemma":[0.001165777,0.0004562355,0.00007684894,0.00003607004,0.00008879408,0.0009947496,0.0005919937,0.001875007,0.967123,0.0007796898,0.02664774,0.0001640574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939556,0.00008580682,0.0005574824,0.003223886,0.001297959,0.0005256202,0.00002316732,0.00003018912,0.0003003345],"genre_scores_gemma":[0.9970034,0.00003707122,0.001115077,0.00005268261,0.000631497,0.00007204992,0.00002038378,0.00003266704,0.001035188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05812456,"threshold_uncertainty_score":0.5603611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03191051692405943,"score_gpt":0.2883441506998503,"score_spread":0.2564336337757909,"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."}}