{"id":"W7132649569","doi":"","title":"Digital twinning of a flood control structure using an open-source software (OpenFOAM)","year":2024,"lang":"en","type":"article","venue":"NPARC","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulic structure; Flood myth; Flood control; Focus (optics); Flow (mathematics); Computational fluid dynamics; Twin cities; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00005346103,0.0001720855,0.0002491859,0.0000791275,0.00004774597,0.000369791,0.0003431048,0.0000965043,0.0003589585],"category_scores_gemma":[0.00003214862,0.0001528537,0.00004841239,0.0001642075,0.00003444344,0.0005673575,0.00006660253,0.00020811,0.000005770512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003329066,"about_ca_system_score_gemma":0.00003859978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009549207,"about_ca_topic_score_gemma":0.000007852566,"domain_scores_codex":[0.9991723,0.00001367177,0.0002116942,0.0002017204,0.0001643249,0.0002363293],"domain_scores_gemma":[0.9995844,0.00004283495,0.0000165735,0.0002408771,0.00002437619,0.00009096524],"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":[0.00003567172,0.00002345251,0.0009347165,0.0005161164,0.0003580685,0.00009455747,0.002200286,0.3348218,0.4335739,0.0007976686,0.001803172,0.2248406],"study_design_scores_gemma":[0.00129009,0.0001534227,0.0006104956,0.0003784821,0.0001171277,0.0001601552,0.0002289465,0.9278722,0.02694754,0.005149036,0.03634792,0.0007445969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9169155,0.0004185571,0.07347132,0.00002532783,0.0004945016,0.0002384839,0.0002199622,0.0005086349,0.007707688],"genre_scores_gemma":[0.9944165,0.000001185197,0.005180092,0.00003605224,0.0001762439,0.000002777286,0.00001879425,0.00006221501,0.0001060796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5930504,"threshold_uncertainty_score":0.6233194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087157988173762,"score_gpt":0.2355846655854664,"score_spread":0.2247130857037288,"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."}}