{"id":"W4410296287","doi":"10.1109/icsgge64667.2025.10984982","title":"Transient Flow Analysis of a Turbine Cover Drainage System Based on TransAM","year":2025,"lang":"en","type":"article","venue":"","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Cover (algebra); Transient analysis; Drainage; Turbine; Computer science; Flow (mathematics); Drainage system (geomorphology); Environmental science; Transient flow; Geology; Transient response; Engineering; Mechanics; Electrical engineering; Aerospace engineering; Mechanical engineering; Geomorphology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001121577,0.0001076589,0.0002643988,0.0005637532,0.00001509041,0.0000110386,0.00008487104,0.00004073155,0.0003035724],"category_scores_gemma":[0.000005975584,0.0001011911,0.0001777453,0.001279363,0.00001269126,0.00003070882,0.000001942581,0.0000563056,0.0000122305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197313,"about_ca_system_score_gemma":0.00001272084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001083258,"about_ca_topic_score_gemma":0.0000163976,"domain_scores_codex":[0.999314,0.00001788971,0.0002589961,0.0001279873,0.000164438,0.0001167194],"domain_scores_gemma":[0.9995689,0.0001007935,0.00001338432,0.0002468568,0.00003763417,0.00003242788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001633659,0.00003141981,0.00002811355,0.0002847914,0.0004864266,0.000001647692,0.0002201998,0.9923699,0.001997309,0.00341594,0.0004124529,0.0007354359],"study_design_scores_gemma":[0.0004737585,0.00002168039,0.002526471,0.00004542224,0.0004995792,5.284864e-8,0.00009163301,0.9915085,0.003898728,0.0000113654,0.0008317739,0.00009104754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04231065,0.0000535145,0.7386204,0.0001500848,0.0002682573,0.000272984,0.0001137151,0.00039268,0.2178177],"genre_scores_gemma":[0.9978884,7.319335e-7,0.001337969,0.0001066997,0.000005618217,0.00002313889,0.00003022347,0.00001134103,0.0005958608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9555778,"threshold_uncertainty_score":0.4126455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004101225604454565,"score_gpt":0.1973692455197967,"score_spread":0.1932680199153422,"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."}}