{"id":"W2110489541","doi":"10.1002/fld.789","title":"Development of a generalized multi‐layer model for 3‐D simulation of free surface flows","year":2004,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Curvilinear coordinates; Open-channel flow; Flow (mathematics); Free surface; Channel (broadcasting); Geometry; Mechanics; Coordinate system; Development (topology); Mathematics; Computer science; Mathematical analysis; Physics; Telecommunications","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":[0.0009469469,0.0001036979,0.0002219891,0.00006097407,0.00005297219,0.000006383871,0.000403524,0.00008353496,0.0001259069],"category_scores_gemma":[0.0003098783,0.00009110416,0.0001164035,0.00009777533,0.00005560331,0.0001605678,0.00004782678,0.00009964762,0.000001189697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493679,"about_ca_system_score_gemma":0.00006228062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001537777,"about_ca_topic_score_gemma":0.00001609154,"domain_scores_codex":[0.9987029,0.00004436443,0.0006523468,0.0001611879,0.0002821063,0.0001570562],"domain_scores_gemma":[0.9993885,0.0002257902,0.0001653718,0.00007954924,0.00008613634,0.00005462457],"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":[0.0003330178,0.0002066095,0.0008995988,0.000008929703,0.00004642214,8.063136e-7,0.0008188533,0.8573756,0.1295067,0.0001745479,0.00001038052,0.01061847],"study_design_scores_gemma":[0.00256423,0.00006405182,0.0005985342,0.00002337453,0.00001488565,0.000003504536,0.00001351754,0.9026085,0.07613917,0.01662488,0.001244895,0.0001005385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2537942,0.00003558076,0.7455789,0.0001560594,0.0002411054,0.0001517512,0.00001313738,0.000004782081,0.00002446517],"genre_scores_gemma":[0.3988064,0.000007896934,0.601056,0.00006028599,0.00001501651,0.00001161395,0.000004679728,0.000007216807,0.00003094847],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1450122,"threshold_uncertainty_score":0.371512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08207752441162774,"score_gpt":0.4150406010765703,"score_spread":0.3329630766649426,"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."}}