{"id":"W4382559970","doi":"10.18280/mmep.100337","title":"Assessing the Feasibility of an Explicit Numerical Model for Simulating Water Surface Profiles over Weirs","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surface (topology); Environmental science; Computer science; Mathematics; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004755998,0.0002076177,0.0003031542,0.00004382022,0.00009066995,0.00008197044,0.0001296237,0.0001009228,0.000004383823],"category_scores_gemma":[0.00003359977,0.0001315226,0.00007268231,0.0001105316,0.00002052332,0.0001870581,0.0000368148,0.0001731412,0.000001873592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001812348,"about_ca_system_score_gemma":0.000005568937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003433124,"about_ca_topic_score_gemma":1.576284e-7,"domain_scores_codex":[0.998836,0.00001184602,0.0003767188,0.0002135368,0.0001709289,0.0003909653],"domain_scores_gemma":[0.9993803,0.0002417418,0.00002051947,0.0002429007,0.00002853141,0.00008601359],"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":[0.000001987521,0.00001063096,0.00001033554,0.001046297,0.00001962549,3.11395e-7,0.001858778,0.9871008,0.008434024,0.001290562,0.000005070101,0.0002216112],"study_design_scores_gemma":[0.0001554703,0.00001833903,0.00001464138,0.0001050801,0.00001836872,0.000002045972,0.00005474668,0.9831991,0.002395978,0.01384702,0.000007183476,0.0001820178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4915583,0.00002921108,0.5078894,0.00001503502,0.00002893468,0.0002003231,0.000003976845,0.0002505917,0.00002419817],"genre_scores_gemma":[0.9621816,0.000006687203,0.037638,0.000004050728,0.00003678275,0.0000388153,0.00001056907,0.00005949541,0.00002395517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4706234,"threshold_uncertainty_score":0.5363336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05964033567124861,"score_gpt":0.2884950756884624,"score_spread":0.2288547400172138,"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."}}