{"id":"W1982806436","doi":"10.1016/j.jher.2009.10.005","title":"Minimal intervention to simulations of shallow-water equations","year":2009,"lang":"en","type":"article","venue":"Journal of Hydro-environment Research","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Shallow water equations; Waves and shallow water; Intervention (counseling); Environmental science; Geology; Physics; Mechanics; Psychology; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005292595,0.0007180499,0.001339645,0.0005267378,0.0007579933,0.0008924999,0.00135104,0.001360663,0.003547386],"category_scores_gemma":[0.005828221,0.0005022998,0.0005856004,0.0003197147,0.002162765,0.0008493181,0.002617627,0.001845781,0.000254509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008840839,"about_ca_system_score_gemma":0.0007861766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006526273,"about_ca_topic_score_gemma":0.005391692,"domain_scores_codex":[0.9996013,0.0002187638,0.00001265538,0.00003406795,0.0000730348,0.00006023737],"domain_scores_gemma":[0.9981103,0.001359053,0.0001078447,0.00011694,0.0001442658,0.0001617527],"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":[0.0003857584,0.0001682968,0.0005910589,0.00008296948,0.00003158072,0.0001188786,0.0001582875,0.8467526,0.002884757,0.137092,0.001267081,0.01046668],"study_design_scores_gemma":[0.00002185379,0.0000170145,0.00003357239,0.000002844627,0.000002438828,0.00000279621,0.00001081928,0.9793769,0.0001904888,0.02009607,0.0002423539,0.000002916218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3280636,0.000470082,0.639432,0.001548231,0.0004025221,0.0001252685,0.000132816,0.0006489006,0.02917663],"genre_scores_gemma":[0.9581128,0.00009500148,0.03553532,0.0001520177,0.00006775407,0.0001142972,0.00006832768,0.0001843769,0.005670118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006526273,"threshold_uncertainty_score":0.01297653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692510597571065,"score_gpt":0.3101215370060673,"score_spread":0.2831964310303566,"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."}}