{"id":"W4387038084","doi":"10.1016/j.jclepro.2023.139027","title":"Spillway deflector designs for mitigating supersaturated total dissolved gases","year":2023,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Hydro (Canada); University of Alberta","funders":"","keywords":"Supersaturation; Dissipation; Environmental science; Air entrainment; Baffle; Entrainment (biomusicology); Computational fluid dynamics; Flow (mathematics); Environmental engineering; Engineering; Mechanics; Mechanical engineering; Chemistry; Civil engineering; Aerospace engineering; 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":[0.0002133,0.0004403369,0.0002703451,0.0005864486,0.0004831534,0.0006058066,0.0005421278,0.0004254828,0.002222399],"category_scores_gemma":[0.0002801458,0.0001688529,0.0002512606,0.0003326585,0.0002271742,0.0008808631,0.0005144615,0.0003120917,0.0004330424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005049242,"about_ca_system_score_gemma":0.0007291242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108351,"about_ca_topic_score_gemma":0.003605435,"domain_scores_codex":[0.9998055,0.00002251029,0.0000110129,0.00004057327,0.00007082072,0.00004971705],"domain_scores_gemma":[0.9997336,0.00002841398,0.00008843297,0.00002218036,0.00009996428,0.00002730779],"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":[0.001389302,0.0003676089,0.007772935,0.0003504612,0.0000759277,0.0002563838,0.0002258326,0.08000153,0.7369673,0.005457376,0.00264631,0.1644891],"study_design_scores_gemma":[0.0001262794,0.002752317,0.01115464,0.00004843138,0.0001525826,0.000376885,0.0005743437,0.2645326,0.696678,0.001653686,0.021858,0.00009215638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6879438,0.0008011387,0.2995166,0.0002992038,0.0001176866,0.000104539,0.0002385848,0.0009918286,0.009986629],"genre_scores_gemma":[0.9718276,0.0002824762,0.02310074,0.00005532302,0.00001559377,0.00003468871,0.0001049229,0.00002132803,0.004557314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002222399,"threshold_uncertainty_score":0.007434607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258375199634732,"score_gpt":0.2555559543982794,"score_spread":0.2297184344348062,"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."}}