{"id":"W4385991192","doi":"10.1051/e3sconf/202341505006","title":"Simulating two-phase debris flows in HEC-RAS at Hummingbird Creek, British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Debris flow; Geology; Debris; Hyperconcentrated flow; Flow (mathematics); Front (military); Landslide; Deposition (geology); Sediment; Calibration; Geomorphology; Hazard analysis; Hydrology (agriculture); Sediment transport; Geotechnical engineering; Bed load; Oceanography; Mechanics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004038063,0.0007502292,0.0004462441,0.0006536324,0.001918041,0.001565753,0.001873038,0.001608711,0.004560603],"category_scores_gemma":[0.001415612,0.00041783,0.0005364702,0.0008253622,0.0009418619,0.0005813939,0.0005666629,0.0008890137,0.0004005716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01428325,"about_ca_system_score_gemma":0.01166065,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9751073,"about_ca_topic_score_gemma":0.983218,"domain_scores_codex":[0.9997686,0.00002662737,0.000008507567,0.00004691597,0.0000461378,0.0001032745],"domain_scores_gemma":[0.9991253,0.0002256337,0.00003730265,0.00003559441,0.0003824683,0.000193792],"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":[0.000207592,0.0002634031,0.03410874,0.00004895266,0.00005103624,0.0002451768,0.000175693,0.9540875,0.001254103,0.0006630293,0.002567721,0.006327074],"study_design_scores_gemma":[0.00008200363,0.00006123114,0.02299124,0.00001838087,0.00002121634,0.00001992141,0.0007079018,0.9733086,0.0005244487,0.0002041233,0.002023811,0.00003713251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870582,0.0001035621,0.001381288,0.0002166213,0.00002080632,0.00008050227,0.001597489,0.0001719278,0.009369654],"genre_scores_gemma":[0.9904482,0.00008541835,0.002104185,0.00005352909,0.000002815854,0.0000367575,0.001403784,0.00003461151,0.005830626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02489275,"threshold_uncertainty_score":0.1036327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226460348839722,"score_gpt":0.2401671283627484,"score_spread":0.2279025248743512,"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."}}