{"id":"W4393060742","doi":"10.2139/ssrn.4767075","title":"Single Pass Saltwater Disinfection Using Low Voltage Electrolysis: Potential Implications for Flow- Through Aquaculture Systems","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aquaculture; Electrolysis; Environmental science; Flow (mathematics); Low voltage; Petroleum engineering; Environmental engineering; Voltage; Fishery; Engineering; Chemistry; Mechanics; Electrical engineering; Fish <Actinopterygii>; Biology; Physics","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":[0.0004455417,0.0002138427,0.0003743612,0.000187288,0.0004064987,0.001030391,0.000413976,0.0006633265,0.003862094],"category_scores_gemma":[0.0006635,0.00008121269,0.0002112449,0.0002110852,0.0005006116,0.001222368,0.0004623115,0.0003389387,0.0002907773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130182,"about_ca_system_score_gemma":0.001010112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005846506,"about_ca_topic_score_gemma":0.007057213,"domain_scores_codex":[0.9998711,0.00001906961,0.000005817205,0.00003543875,0.00004454996,0.00002391456],"domain_scores_gemma":[0.9997278,0.00008994147,0.00004442746,0.00002170781,0.00009151567,0.00002451957],"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":[0.001224492,0.000443229,0.01473705,0.0005297221,0.00006585067,0.0002617135,0.0002664354,0.02242318,0.8352544,0.007195554,0.001093477,0.1165049],"study_design_scores_gemma":[0.0001027543,0.003312181,0.01712764,0.00006015092,0.0001413197,0.0002309919,0.001229759,0.06617039,0.8911394,0.01144567,0.008982704,0.0000570822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637324,0.001158697,0.02632336,0.0008925506,0.00008118303,0.00006076571,0.00012974,0.0001289424,0.007492238],"genre_scores_gemma":[0.9903458,0.0005580827,0.004714361,0.0000556643,0.000009462762,0.00001340622,0.00004326673,0.00001040461,0.004249659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005846506,"threshold_uncertainty_score":0.01291996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398011959555695,"score_gpt":0.2448149516586779,"score_spread":0.230834832063121,"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."}}