{"id":"W3184132135","doi":"10.1115/1.4051895","title":"Classification of the Hydraulic Behavior Along the No-Load Curve of Francis Turbines","year":2021,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada); Université Laval","funders":"Mitacs","keywords":"Turbine; Hydraulic turbines; Flow (mathematics); Cavitation; Francis turbine; Acceleration; Homogeneous; Flow conditions; Marine engineering; Mechanics; Computer science; Environmental science; Mechanical engineering; Engineering; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003404639,0.0001267038,0.0002431578,0.00007991958,0.00002574669,0.00001627636,0.0002881218,0.00005249148,0.00003340326],"category_scores_gemma":[0.000311091,0.00008772875,0.0001981723,0.0003954096,0.00003012877,0.0001575486,0.00003262819,0.0003100082,0.000002892893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394871,"about_ca_system_score_gemma":0.00007602523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005369851,"about_ca_topic_score_gemma":0.000004214028,"domain_scores_codex":[0.9986882,0.0000252814,0.0006711176,0.00006753062,0.0004128852,0.0001350388],"domain_scores_gemma":[0.9988213,0.000151219,0.0001692378,0.0003016957,0.0005138289,0.00004267345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000004723001,0.00002878015,0.002488666,0.0001677912,0.00008713104,0.000005730606,0.0006286415,0.1927695,0.8008797,0.0002477883,0.0004802183,0.002211266],"study_design_scores_gemma":[0.0009505896,0.00008543114,0.5300179,0.0004442681,0.0003178159,0.00019994,0.0003153362,0.102236,0.3569321,0.0000719671,0.00807247,0.0003561623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888555,0.002953758,0.00580552,0.0001412976,0.001642838,0.0001076774,0.000009743097,0.00002653427,0.0004571601],"genre_scores_gemma":[0.9983718,0.00008546078,0.001250081,0.00001196538,0.0001978001,0.000007311049,0.000001013765,0.00003011279,0.00004449678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5275293,"threshold_uncertainty_score":0.3577475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096933396547428,"score_gpt":0.2160591636293529,"score_spread":0.2050898296638786,"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."}}