{"id":"W3047316551","doi":"10.1016/j.ultsonch.2020.105295","title":"Scale-up of vortex based hydrodynamic cavitation devices: A case of degradation of di-chloro aniline in water","year":2020,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovate UK; Biotechnology and Biological Sciences Research Council; Queen's University; Department of Biotechnology, Government of West Bengal; Queen's University Belfast","keywords":"Cavitation; Vortex; Degradation (telecommunications); Aniline; Sonochemistry; Scale (ratio); Scale effects; Environmental science; Chemical engineering; Mechanics; Materials science; Chemistry; Physics; Organic chemistry; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003604317,0.0001556836,0.0003305665,0.00004554049,0.00002732018,0.00001289958,0.0001854847,0.0001031088,0.0001935924],"category_scores_gemma":[0.0002530387,0.000127389,0.00007952221,0.0002294838,0.0001206486,0.0001506797,0.00002032889,0.00009707229,0.000005227522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006234901,"about_ca_system_score_gemma":0.0001345239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001293479,"about_ca_topic_score_gemma":0.0001007353,"domain_scores_codex":[0.9984818,0.00004817209,0.0006889319,0.0002963556,0.0002839774,0.0002008111],"domain_scores_gemma":[0.9989142,0.0001914008,0.0003341318,0.0002285502,0.0002481308,0.00008360052],"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":[0.00007766066,0.0001180979,0.002268534,0.0006265015,0.000006507518,0.000005449621,0.002115212,0.001595426,0.9929312,0.00002610118,0.000004835314,0.0002244416],"study_design_scores_gemma":[0.0008638996,0.000070846,0.0004029858,0.00007686875,0.00003363845,0.0000152036,0.002056678,0.006698492,0.9895174,0.0001087531,0.00001039821,0.0001448675],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99812,0.00005796386,0.001196762,0.0001159218,0.00005360251,0.0001373813,0.0001703447,0.00002026787,0.0001277619],"genre_scores_gemma":[0.9975684,0.000006312465,0.00209481,0.0000524433,0.00001957645,0.000009146769,0.0002006372,0.00001611262,0.00003251339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005103066,"threshold_uncertainty_score":0.5194774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117858615902325,"score_gpt":0.235166263732428,"score_spread":0.2233804021421955,"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."}}