{"id":"W4401667314","doi":"10.1038/s41598-024-70072-8","title":"Insight mechanism of magnetic activated catalyst derived from recycled steel residue for black liquor degradation","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Pigment Synthesis and Properties","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto Tecnológico y de Estudios Superiores de Monterrey; University of Ottawa","keywords":"Residue (chemistry); Catalysis; Degradation (telecommunications); Chemistry; Mechanism (biology); Chemical engineering; Waste management; Pulp and paper industry; Biochemistry; Computer science; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001020797,0.0002790473,0.000174463,0.0001964406,0.0001318398,0.0002289033,0.0003313418,0.0004504669,0.001526796],"category_scores_gemma":[0.00009620519,0.0001209217,0.0002595391,0.00005819934,0.0001639427,0.000282795,0.0001210139,0.0002332215,0.0003739234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296395,"about_ca_system_score_gemma":0.0001753656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007278319,"about_ca_topic_score_gemma":0.001104233,"domain_scores_codex":[0.9999365,0.00000561564,0.000002617901,0.00001296923,0.00002415792,0.00001818309],"domain_scores_gemma":[0.9999737,0.000004019012,0.00000688925,0.000002430124,0.000008704519,0.000004220545],"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":[0.00009704471,0.0000178704,0.0003067112,0.0001398232,0.000009771452,0.0002044621,0.00002811757,0.0003776972,0.9955872,0.0006754224,0.0000801978,0.002475614],"study_design_scores_gemma":[0.0000125749,0.0001278611,0.001357614,0.000007433108,0.00001195783,0.0001503256,0.00004725842,0.004142034,0.992361,0.0001957815,0.001580757,0.00000552903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864086,0.00169699,0.007111127,0.0001554896,0.00004707083,0.00004188303,0.0001362541,0.00008290224,0.004319744],"genre_scores_gemma":[0.9965049,0.0003733174,0.001050704,0.00001581586,0.000003846551,0.000007580772,0.00005999559,0.000006985574,0.001976976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001526796,"threshold_uncertainty_score":0.005107641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333471556580748,"score_gpt":0.2321408594318828,"score_spread":0.2088061438660753,"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."}}