{"id":"W4402651127","doi":"10.1007/s41207-024-00642-9","title":"Hydraulic jump characterization through laboratory experimentation and finite element simulation","year":2024,"lang":"en","type":"article","venue":"Euro-Mediterranean Journal for Environmental Integration","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Jump; Finite element method; Hydraulic jump; Characterization (materials science); Computer science; Mechanical engineering; Engineering; Structural engineering; Mechanics; Materials science; Physics; Nanotechnology","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":[0.0001419894,0.0002087077,0.0001303862,0.0001150249,0.0001594846,0.000226427,0.00006130253,0.00007564644,0.0001727457],"category_scores_gemma":[0.00001528624,0.0001889487,0.00006422961,0.00007938277,0.00004073664,0.0009224087,0.000009671719,0.0002182017,0.00002192773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627572,"about_ca_system_score_gemma":0.000007796646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.850651e-7,"about_ca_topic_score_gemma":7.983542e-7,"domain_scores_codex":[0.9989974,0.00004283082,0.0003688818,0.0001930184,0.0002188486,0.0001790561],"domain_scores_gemma":[0.9997059,0.00007000558,0.0000512832,0.00008478988,0.00001041326,0.00007761923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005746148,0.00003049592,0.00006637359,0.0001119867,0.00009792983,0.00002078435,0.009898141,0.07447726,0.7624483,0.0001172049,0.001471345,0.1512028],"study_design_scores_gemma":[0.0004533346,0.0002094367,0.001604268,0.0001034718,0.00004655692,0.00003051613,0.0004677913,0.8679982,0.048474,0.0002578611,0.08008468,0.0002699277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4952679,0.001128627,0.4990447,0.0001524189,0.003453582,0.0004147496,0.0001562328,0.0001756989,0.00020609],"genre_scores_gemma":[0.9967754,0.0004476835,0.0007399786,0.0001729901,0.00089879,0.00003090723,0.0007436513,0.00005496941,0.0001356066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7935209,"threshold_uncertainty_score":0.7705103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169504322925636,"score_gpt":0.2622395827624897,"score_spread":0.2452891504699261,"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."}}