{"id":"W4210443063","doi":"10.1049/pbpo169e_ch12","title":"Development and experience with a vertical-axis hydrokinetic power generation system","year":2021,"lang":"en","type":"book-chapter","venue":"Institution of Engineering and Technology eBooks","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Oceanography; Marine engineering; Computer science; Geography; Engineering; Environmental science; Geology","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":[0.00054408,0.0002472788,0.0001245798,0.0002883103,0.0004920895,0.001036492,0.0004744179,0.0003751475,0.01394308],"category_scores_gemma":[0.0005358689,0.0001851458,0.0001149448,0.0005443927,0.0002666718,0.001182428,0.0005604548,0.0005314198,0.004313392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00051014,"about_ca_system_score_gemma":0.0008673878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00221076,"about_ca_topic_score_gemma":0.004395749,"domain_scores_codex":[0.999752,0.00005583551,0.00001168395,0.00002847782,0.0001304855,0.00002157104],"domain_scores_gemma":[0.9998166,0.00005037192,0.000006213619,0.00001335811,0.0000827808,0.00003066702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007377444,0.0002507981,0.002682169,0.0004891739,0.000007155345,0.0005879874,0.005836646,0.006087365,0.0194762,0.02781747,0.05484666,0.8818446],"study_design_scores_gemma":[0.00001639225,0.0004266557,0.002976853,0.0002007355,0.000006778435,0.0011009,0.00092478,0.004019246,0.01064672,0.003193208,0.9764659,0.00002171747],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1386567,0.01130117,0.1209429,0.003362071,0.000604813,0.0004284499,0.0005540742,0.0013137,0.7228363],"genre_scores_gemma":[0.1917006,0.0109481,0.06251279,0.0005062708,0.000130207,0.0001284622,0.0009906715,0.0003652828,0.7327176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01394308,"threshold_uncertainty_score":0.04664421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100164750749496,"score_gpt":0.1790502825938839,"score_spread":0.1690338075189343,"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."}}