{"id":"W4394960573","doi":"10.1002/cjce.25282","title":"The recycling of sulphur in waste and conversion to manganese sulphate: Process optimization, kinetic study, mechanistic insights","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sichuan University","keywords":"Manganese; Sulfur; Chemistry; Sulfur dioxide; Response surface methodology; Diffusion; Inorganic chemistry; Materials science; Organic chemistry; Chromatography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004803842,0.0003783761,0.0003899281,0.0002692686,0.0001662726,0.000358083,0.0002901108,0.000252717,0.00033602],"category_scores_gemma":[0.0002264486,0.0001546321,0.0005701276,0.000307453,0.0002292023,0.0002986866,0.0001853305,0.0003017077,0.0001254595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003917108,"about_ca_system_score_gemma":0.000415931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832911,"about_ca_topic_score_gemma":0.003396441,"domain_scores_codex":[0.9998612,0.00002316694,0.00001362006,0.00002267121,0.00005871022,0.00002057247],"domain_scores_gemma":[0.999953,0.00001031984,0.00001110281,0.000006350001,0.00001485492,0.000004368431],"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":[0.0001331627,0.0001757451,0.0008180317,0.0003387972,0.00002836866,0.0000972619,0.0000397039,0.004049784,0.9840503,0.0006399929,0.00009272408,0.009536128],"study_design_scores_gemma":[0.0000165346,0.000379555,0.002077337,0.00001050166,0.00003207594,0.00007859703,0.0000365621,0.01943714,0.9758323,0.0001825542,0.001899828,0.00001696188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882914,0.001865048,0.008444738,0.00009931732,0.00001654851,0.00004617865,0.00008959985,0.00003473718,0.001112546],"genre_scores_gemma":[0.9908222,0.001517827,0.00658034,0.00001198749,0.000004506292,0.00002245186,0.0000909427,0.000008128998,0.0009416346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001832911,"threshold_uncertainty_score":0.003644466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005576159380157808,"score_gpt":0.196718732104643,"score_spread":0.1911425727244851,"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."}}