{"id":"W2006211099","doi":"10.3384/ecp110571394","title":"Performance Evaluation of Cross-Flow Turbine for Low Head Application","year":2011,"lang":"en","type":"article","venue":"Linköping electronic conference proceedings","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Head (geology); Turbine; Flow (mathematics); Aerospace engineering; Engineering; Geology; Mechanics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000722622,0.0001703756,0.0001922154,0.0001210429,0.00006468804,0.00003703947,0.0002232459,0.0000990646,0.00006601926],"category_scores_gemma":[0.00007945518,0.0001912546,0.00005147568,0.000245769,0.00005342718,0.0003977391,0.0000186982,0.0001781583,0.0000104143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002530743,"about_ca_system_score_gemma":0.0001726523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005957782,"about_ca_topic_score_gemma":0.000004683113,"domain_scores_codex":[0.9986762,0.000003941303,0.0003723109,0.000251741,0.0002893775,0.0004063834],"domain_scores_gemma":[0.9985877,0.00002260967,0.0001268985,0.0001300778,0.001085355,0.00004740522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003694439,0.0002955885,0.02118146,0.003532845,0.0003342104,7.796596e-8,0.01894314,0.0249061,0.2423306,0.07165971,0.0003502809,0.6160966],"study_design_scores_gemma":[0.0007460068,0.0001539371,0.008659887,0.00008474998,0.00004939308,0.000001987341,0.00004944374,0.9373473,0.04533295,0.007015245,0.000336559,0.0002225389],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762777,0.0001647144,0.01566105,0.0000202467,0.0001112849,0.0009082765,0.000005722829,0.0002453044,0.006605684],"genre_scores_gemma":[0.996926,0.00005532786,0.002145939,0.00001361959,0.00007849764,0.0006622212,0.00002617082,0.00003713972,0.00005505212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9124412,"threshold_uncertainty_score":0.7799137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852488349307165,"score_gpt":0.2835089774074679,"score_spread":0.2449840939143963,"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."}}