{"id":"W4388838196","doi":"10.2139/ssrn.4638903","title":"Laboratory Study on Inclined Desalination Discharges in Perpendicular Cross-Flow","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Perpendicular; Desalination; Flow (mathematics); Mechanics; Environmental science; Materials science; Physics; Chemistry; Geometry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002727905,0.0003840766,0.0003844319,0.0004733379,0.000156315,0.000237431,0.0003555269,0.0002769114,0.00001775989],"category_scores_gemma":[0.000211861,0.0003906938,0.0001168414,0.0003721958,0.00002599633,0.0002356767,0.00006992211,0.004782045,0.0001140779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227345,"about_ca_system_score_gemma":0.001188516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002716819,"about_ca_topic_score_gemma":0.001188808,"domain_scores_codex":[0.9965386,0.0002386728,0.0007265958,0.000375135,0.000540561,0.001580428],"domain_scores_gemma":[0.9991875,0.00009361859,0.0001868711,0.0003012255,0.0001453868,0.00008540936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002208111,0.0007472368,0.0451568,0.0001714292,0.0009135797,0.00007760713,0.007754967,0.9217774,0.001756771,0.01547565,0.0005260591,0.005421689],"study_design_scores_gemma":[0.008255505,0.002762047,0.2534162,0.0007001975,0.0002729725,0.00007444138,0.0112541,0.2873475,0.001299836,0.4313424,0.0002550349,0.003019742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772771,0.0006593021,0.01939681,0.0003288604,0.001164864,0.0006601144,0.00003492863,0.0003714921,0.0001065294],"genre_scores_gemma":[0.9971592,0.001644586,0.0001347957,0.00003357778,0.0003250303,0.0001147533,0.000165375,0.0001207678,0.0003018676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6344299,"threshold_uncertainty_score":0.9998545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649939506997812,"score_gpt":0.2929316852445931,"score_spread":0.276432290174615,"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."}}