{"id":"W1969551085","doi":"10.1080/00221680209499915","title":"Contribution on transient flow modelling in storm sewers","year":2002,"lang":"en","type":"article","venue":"Journal of Hydraulic Research","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Transient (computer programming); Free surface; Mechanics; Transient flow; Surge; Flow (mathematics); Front (military); Sanitary sewer; Meteorology; Geology; Environmental science; Computer science; 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":[0.001284904,0.0001261707,0.0002677393,0.0006330619,0.00006969643,0.00005130263,0.0002464191,0.0001148343,0.00018441],"category_scores_gemma":[0.0001031001,0.0001049518,0.0001100171,0.0004344744,0.00004806788,0.0001773287,0.000009782809,0.001173777,0.00004549929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003283575,"about_ca_system_score_gemma":0.00002168601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738717,"about_ca_topic_score_gemma":0.00002360567,"domain_scores_codex":[0.9978512,0.000130645,0.0004803186,0.0001148309,0.0009339211,0.0004891157],"domain_scores_gemma":[0.999264,0.0001615981,0.00003707557,0.000162568,0.0002003181,0.0001744289],"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":[0.00004681789,0.00004306691,0.00005190355,0.0000218384,0.00002606985,0.0001614139,0.001222148,0.9802743,0.001082321,0.0000690216,0.005418397,0.01158269],"study_design_scores_gemma":[0.0009718035,0.0002557127,0.0006932218,0.0001079791,0.000004247397,0.00005670292,0.00009508407,0.9763688,0.001998912,0.0004173832,0.01891298,0.0001171069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773244,0.001972051,0.01101849,0.0009008796,0.0004729296,0.0001754858,0.000003470778,0.00002927003,0.00810297],"genre_scores_gemma":[0.998595,0.0007211234,0.0002946702,0.00003634514,0.0002613919,0.000003224871,9.28837e-7,0.00002141971,0.00006586775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02127058,"threshold_uncertainty_score":0.5099542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151290844195779,"score_gpt":0.2908854097940052,"score_spread":0.2393725013520475,"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."}}