{"id":"W2207651750","doi":"10.1139/cgj-2014-0394","title":"Discrete-element investigation of influence of granular debris flow baffles on rigid barrier impact","year":2015,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baffle; Froude number; Debris flow; Geotechnical engineering; Flow (mathematics); Flume; Row; Mechanics; Discrete element method; Impact; Front (military); Scaling; Debris; Structural engineering; Geology; Materials science; Engineering; Geometry; Mathematics; Physics; Computer science; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002530104,0.0003239766,0.0004563461,0.0004786377,0.0002462458,0.0005377439,0.0004936403,0.0005827401,0.0008709336],"category_scores_gemma":[0.0007260383,0.0002423121,0.0003072327,0.0003130698,0.0005193749,0.0002476656,0.0003010922,0.0002937521,0.0001277303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872236,"about_ca_system_score_gemma":0.000377016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00599177,"about_ca_topic_score_gemma":0.005704109,"domain_scores_codex":[0.999788,0.00002582549,0.000009894143,0.00003094576,0.0001035386,0.0000418503],"domain_scores_gemma":[0.9995511,0.0002538935,0.00005805334,0.00004435607,0.00005958053,0.000032951],"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":[0.0003983629,0.0001852738,0.009965623,0.0002406874,0.00003142494,0.0003430096,0.0002119506,0.7978101,0.1773938,0.0009015512,0.0002021496,0.01231603],"study_design_scores_gemma":[0.00001438004,0.0001512239,0.00483725,0.00001155747,0.00001514178,0.00002740577,0.0001088683,0.9587787,0.03554506,0.000119952,0.0003755341,0.00001498659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850315,0.000107176,0.01198509,0.00003838159,0.00001447585,0.00002081221,0.0001141876,0.00009054788,0.002597889],"genre_scores_gemma":[0.9967264,0.00005442257,0.002704584,0.000006556703,0.000001117131,0.000008890224,0.00003784881,0.000006283693,0.0004539156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00599177,"threshold_uncertainty_score":0.01191378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009442365403166288,"score_gpt":0.2287308720530391,"score_spread":0.2192885066498728,"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."}}