{"id":"W7132984636","doi":"","title":"Design Optimization of a Wind-Powered Aeration System for Enhancing Rural Aquaculture","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Aeration; Aquaculture; Turbine; Process (computing); Impeller; Rice straw","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":[0.0001981183,0.0004458973,0.0004024935,0.0002571562,0.0003112986,0.0006260659,0.000308493,0.0004148872,0.001210734],"category_scores_gemma":[0.0002172354,0.000283237,0.000400824,0.0001552307,0.0001608897,0.0002698906,0.0002468925,0.0002221919,0.00026247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758732,"about_ca_system_score_gemma":0.0005341763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199287,"about_ca_topic_score_gemma":0.001666128,"domain_scores_codex":[0.9998915,0.00001839063,0.000007268965,0.00002540035,0.00003938757,0.00001810501],"domain_scores_gemma":[0.9999127,0.00002167974,0.00002377006,0.000004694903,0.00002970135,0.000007518822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002719715,0.0002261808,0.002735984,0.0004747014,0.00006436643,0.0003142317,0.0001311012,0.6580462,0.2903478,0.001053593,0.0005996359,0.04573412],"study_design_scores_gemma":[0.0001113284,0.001402465,0.004111634,0.00003124047,0.00008482756,0.00009213355,0.0001113587,0.937558,0.05057956,0.0003511902,0.005533572,0.00003267173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7244424,0.0005696818,0.2588587,0.0001872298,0.00004954085,0.000357051,0.0001936472,0.0003585796,0.01498315],"genre_scores_gemma":[0.9585082,0.0002413359,0.03749985,0.00001649708,0.000006291719,0.0001803752,0.00009071129,0.00003126512,0.003425361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001210734,"threshold_uncertainty_score":0.004050255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215206464858644,"score_gpt":0.2960667362136642,"score_spread":0.2745460897277999,"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."}}