{"id":"W4400967306","doi":"10.1016/j.psep.2024.07.089","title":"Gas phase formaldehyde degradation: Continuous versus duty cycle driven plasma reactor","year":2024,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Information Technology Research Centre; National Research Foundation of Korea; Ministry of Education","keywords":"Degradation (telecommunications); Formaldehyde; Plasma; Gas phase; Phase (matter); Nuclear engineering; Environmental science; Duty cycle; Waste management; Chemistry; Engineering; Thermodynamics; Physics; Power (physics); Nuclear physics; Electrical engineering; Biochemistry","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":[0.000276136,0.0001771659,0.0001671219,0.0001253368,0.0001426049,0.0002975596,0.0004695027,0.0004024371,0.002050094],"category_scores_gemma":[0.0003133848,0.000117863,0.0001970136,0.0001000955,0.0002013686,0.0002731583,0.0001493318,0.0003111565,0.0001979987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047388,"about_ca_system_score_gemma":0.0002316339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177354,"about_ca_topic_score_gemma":0.001778399,"domain_scores_codex":[0.9998222,0.0000222928,0.000006911916,0.00004737639,0.0000564957,0.00004471689],"domain_scores_gemma":[0.9998426,0.00005357122,0.00002821172,0.00001744509,0.00004104339,0.0000170669],"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":[0.003681113,0.00009830234,0.0006799374,0.00008356197,0.00001656478,0.00006682242,0.00004178435,0.0007093436,0.9886194,0.0001431655,0.0001080149,0.00575196],"study_design_scores_gemma":[0.00003359891,0.001551331,0.002456224,0.000003296997,0.00001770744,0.00007116432,0.00003551136,0.004415496,0.9908516,0.00003663257,0.0005193069,0.000008180903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967341,0.0002844019,0.001805142,0.00003334443,0.00002356669,0.00001399186,0.00008201858,0.00003859937,0.0009847512],"genre_scores_gemma":[0.9979184,0.000112947,0.0007631508,0.000016189,0.000004667049,0.00000648198,0.00005660014,0.000007149884,0.001114434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002050094,"threshold_uncertainty_score":0.006858289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01367772509798098,"score_gpt":0.2553572307832392,"score_spread":0.2416795056852583,"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."}}