{"id":"W4319458796","doi":"10.1007/s42241-023-0090-3","title":"Hydraulic jump and choking of flow in pipe with a change of slope","year":2022,"lang":"en","type":"article","venue":"Journal of Hydrodynamics","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Choking; Hydraulic jump; Jump; Mechanics; Flow (mathematics); Environmental science; Geology; Geotechnical engineering; Medicine; 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":[0.0002391262,0.0001075985,0.0003382572,0.000285774,0.00002479092,0.000005705696,0.0001509178,0.0000336943,0.0000250338],"category_scores_gemma":[0.00001316109,0.00009209474,0.00005220306,0.0002657718,0.00003423838,0.0001158601,0.00004283205,0.0003339948,7.579366e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006693076,"about_ca_system_score_gemma":0.00002520942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002847584,"about_ca_topic_score_gemma":0.0001095552,"domain_scores_codex":[0.9990879,0.00002904307,0.0004007982,0.00006724862,0.0002717564,0.0001432571],"domain_scores_gemma":[0.9996092,0.00003296576,0.0001702327,0.0001084148,0.00003213713,0.0000470892],"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":[0.0001158368,0.00005143574,0.01121403,0.0002542684,0.0001121222,0.0001367589,0.004043075,0.9664186,0.006260878,0.0000610655,0.00005216224,0.01127982],"study_design_scores_gemma":[0.001440273,0.0005422422,0.0363561,0.0001579714,0.00005248563,0.000451732,0.0004057724,0.9581689,0.0006395715,0.0002757323,0.001294606,0.0002145891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976384,0.0009403969,0.0005816114,0.00006633361,0.0001814895,0.00007317391,0.00001197275,0.000007763681,0.0004988543],"genre_scores_gemma":[0.998682,0.0001551011,0.001052718,0.00002277988,0.00005430135,0.000002663564,0.000001664875,0.00002124597,0.000007553821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02514206,"threshold_uncertainty_score":0.3755515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006051437750228449,"score_gpt":0.1833510067135549,"score_spread":0.1772995689633264,"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."}}