{"id":"W2013803034","doi":"10.1021/ie050981u","title":"Electrohydraulic Discharge and Nonthermal Plasma for Water Treatment","year":2005,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":1174,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Electric discharge; Electrical current; Wastewater; Environmental science; Plasma; Water treatment; Current (fluid); Sewage treatment; Aqueous solution; Process engineering; Nonthermal plasma; Environmental chemistry; Materials science; Chemistry; Environmental engineering; Electrode; Organic chemistry; Electrical engineering; 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":[0.0002389032,0.0002837297,0.0003234417,0.0002513885,0.0001600913,0.0003613104,0.0003620322,0.0006180839,0.001568063],"category_scores_gemma":[0.0001971621,0.000152387,0.0002323884,0.0002614522,0.000508945,0.0007357929,0.0004134371,0.0005337078,0.0004403783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595489,"about_ca_system_score_gemma":0.0002013279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001317609,"about_ca_topic_score_gemma":0.000233877,"domain_scores_codex":[0.999797,0.00003180014,0.000008920028,0.00003722311,0.0001076697,0.00001741444],"domain_scores_gemma":[0.9999484,0.00002287598,0.00001031517,0.000003297968,0.000009589954,0.000005581142],"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":[0.0001519103,0.0000728115,0.000264659,0.001482545,0.00001993539,0.000318213,0.0001278143,0.001647295,0.8609636,0.02677084,0.002018253,0.1061621],"study_design_scores_gemma":[0.00008212787,0.0007563103,0.001585536,0.00008918739,0.00003430139,0.001678735,0.0001108092,0.008063045,0.8029268,0.01354102,0.1710814,0.00005083039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.242942,0.5452021,0.1496685,0.00520547,0.001331916,0.0001975022,0.0001912512,0.0005229122,0.05473839],"genre_scores_gemma":[0.8368039,0.101321,0.03130967,0.0009713127,0.0005472796,0.0001000836,0.0001615871,0.00006215739,0.02872303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001568063,"threshold_uncertainty_score":0.005245626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129968164940744,"score_gpt":0.2721599743470212,"score_spread":0.2408602926976138,"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."}}