{"id":"W3138779530","doi":"10.1039/d1nr00248a","title":"A review of Mn-based catalysts for low-temperature NH<sub>3</sub>-SCR: NO<sub>x</sub>removal and H<sub>2</sub>O/SO<sub>2</sub>resistance","year":2021,"lang":"en","type":"review","venue":"Nanoscale","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":221,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); University of British Columbia","funders":"","keywords":"Catalysis; Materials science; Manganese; Inorganic chemistry; Analytical Chemistry (journal); Chemistry; Environmental chemistry; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002802465,0.0008082834,0.0007902123,0.001679408,0.0002637169,0.0005810108,0.0005596536,0.0006185554,0.003950702],"category_scores_gemma":[0.000434765,0.0003077721,0.0004254796,0.001910285,0.0001464405,0.0009751423,0.0004376228,0.0007283453,0.001973853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003528718,"about_ca_system_score_gemma":0.0008643294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007701654,"about_ca_topic_score_gemma":0.002263981,"domain_scores_codex":[0.9998643,0.00001544413,0.00001838263,0.00003060251,0.00005663598,0.00001465375],"domain_scores_gemma":[0.9998599,0.00004520978,0.00002705904,0.000005592507,0.00004829641,0.00001396695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000762039,0.00007750158,0.0001826461,0.05396141,0.0001759394,0.0002723876,0.0000771619,0.0005334467,0.01929748,0.005870109,0.04894243,0.8705333],"study_design_scores_gemma":[0.00000721916,0.0000818484,0.000456657,0.00173499,0.0001409049,0.0005764257,0.00003280898,0.00008889671,0.003037982,0.000820759,0.9930074,0.00001411638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004408905,0.9954046,0.0005627598,0.0002476166,0.0003748529,0.00001291316,0.00008417721,0.00002286879,0.002849337],"genre_scores_gemma":[0.002303042,0.9940588,0.0007238299,0.0001941554,0.0001177226,0.00001475582,0.00009794874,0.000004792907,0.002484841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003950702,"threshold_uncertainty_score":0.01321644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460309139866504,"score_gpt":0.2744919766799175,"score_spread":0.2598888852812524,"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."}}