{"id":"W2911640528","doi":"10.3390/w11020279","title":"Hydraulic Modeling and Evaluation Equations for the Incipient Motion of Sandbags for Levee Breach Closure Operations","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Levee; Closure (psychology); Flow (mathematics); Channel (broadcasting); Hydraulics; Geology; Mechanics; Geotechnical engineering; Engineering; Law; Physics; Aerospace engineering","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":[0.0006375639,0.0005158337,0.0005332726,0.0006347719,0.0004791509,0.0009622299,0.0009517563,0.0008933988,0.002643831],"category_scores_gemma":[0.00141927,0.000349081,0.0005456837,0.000401162,0.0003656195,0.0007909174,0.0004363793,0.0007039637,0.0005012285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001572034,"about_ca_system_score_gemma":0.00189805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02051117,"about_ca_topic_score_gemma":0.02341478,"domain_scores_codex":[0.9996908,0.00005077426,0.00003435476,0.00005692926,0.0001301759,0.000037142],"domain_scores_gemma":[0.9994253,0.0001999156,0.00009755624,0.00002455373,0.0002391212,0.00001360056],"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":[0.00001144709,0.00003360545,0.001830258,0.00004450421,0.000004473157,0.00005740649,0.00007807559,0.975503,0.00576838,0.003218397,0.0004084724,0.01304199],"study_design_scores_gemma":[0.000002587683,0.00001243246,0.0003655531,0.00000449579,0.000002974102,0.000008285435,0.0000153651,0.9978473,0.0009007772,0.0002930593,0.0005429738,0.000004247056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1025491,0.0002784184,0.8827139,0.0003221531,0.00005517621,0.0002814329,0.0006160895,0.0006746648,0.01250907],"genre_scores_gemma":[0.9171365,0.0005482191,0.06701217,0.00005780226,0.00002139894,0.0004670388,0.0004590928,0.0001318416,0.01416585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02051117,"threshold_uncertainty_score":0.04078358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317773669424351,"score_gpt":0.2516362384485066,"score_spread":0.2284585017542631,"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."}}