{"id":"W126577714","doi":"10.1007/978-1-4020-8439-3_7","title":"Concurrent Treatment of Chemical and Biological Contaminants in Water by a Pulsed Arc Electrohydraulic Discharge","year":2011,"lang":"en","type":"article","venue":"NATO science for peace and security series. A, Chemistry and biology","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Electric arc; Plasma; Nonthermal plasma; High voltage; Electric discharge; Aqueous solution; Chemistry; Direct current; Corona discharge; Pulsed DC; Pulsed power; Dielectric barrier discharge; Ozone; Electrode; Materials science; Voltage; Nanotechnology; Electrical engineering","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":[0.0001630032,0.0002012496,0.0002645441,0.0001157754,0.0002185407,0.0004463098,0.0004420282,0.0003405568,0.00145713],"category_scores_gemma":[0.0003617895,0.0001753131,0.0001899116,0.0001631041,0.0003708231,0.00045914,0.0006229612,0.000432884,0.0003013555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426612,"about_ca_system_score_gemma":0.0003144674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004250408,"about_ca_topic_score_gemma":0.0007122695,"domain_scores_codex":[0.999808,0.00001249453,0.00001042699,0.0000597736,0.00007896394,0.00003040463],"domain_scores_gemma":[0.9999018,0.0000299478,0.00002053993,0.00001425049,0.00002063378,0.0000129442],"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":[0.0002142974,0.0000203004,0.0003192741,0.00005643467,0.000006015898,0.00007108659,0.00004167343,0.0001212903,0.9944773,0.0001473342,0.00009069768,0.004434203],"study_design_scores_gemma":[0.0000311455,0.000358384,0.0007211315,0.000003270945,0.00001129278,0.0001140503,0.00002743775,0.001243089,0.9953766,0.00004563297,0.002062734,0.000005403616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843147,0.000808338,0.01149154,0.0001525749,0.00008187069,0.00008349802,0.00009536901,0.0001245264,0.002847485],"genre_scores_gemma":[0.992178,0.000309269,0.004607548,0.00006238579,0.00001787792,0.00003050039,0.00005549977,0.00001748134,0.002721408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145713,"threshold_uncertainty_score":0.004874587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922141938072475,"score_gpt":0.2862194853338444,"score_spread":0.2569980659531197,"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."}}