{"id":"W4412117613","doi":"10.1139/cgj-2025-0004","title":"Runup and impact load of debris-flow oblique shocks on deflection barrier: theoretical models and experimental verification","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Mountain Hazards and Environment; Liaoning Revitalization Talents Program; National Natural Science Foundation of China","keywords":"Debris flow; Oblique case; Geotechnical engineering; Deflection (physics); Geology; Debris; Mechanics; Structural engineering; Engineering; Physics; Classical mechanics","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":[0.0004612441,0.0004708693,0.0003647816,0.0005108606,0.0004044788,0.000436371,0.0006248483,0.0004481037,0.001910092],"category_scores_gemma":[0.0009287985,0.0001873072,0.0002733409,0.0003776889,0.0006383124,0.0004870241,0.0005097516,0.0004076145,0.0002342937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005417823,"about_ca_system_score_gemma":0.0003374517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003121847,"about_ca_topic_score_gemma":0.00311793,"domain_scores_codex":[0.9997262,0.0000294546,0.00001272883,0.00003701082,0.0001262779,0.00006821331],"domain_scores_gemma":[0.9996011,0.0001654498,0.00004864906,0.0000674371,0.00008567327,0.00003175615],"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":[0.001486363,0.001344275,0.03179513,0.0004261673,0.00003674573,0.0007792964,0.0007682348,0.5079164,0.4107353,0.002894685,0.0006801619,0.04113719],"study_design_scores_gemma":[0.00006578754,0.002643866,0.02791774,0.00002941754,0.00003042694,0.000117754,0.0006752617,0.7538071,0.2131327,0.0008595148,0.0006642196,0.00005618639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920567,0.00004739401,0.006439847,0.00001677731,0.000007258092,0.00003486959,0.000085827,0.00006560796,0.001245739],"genre_scores_gemma":[0.9982926,0.00005918451,0.00127498,0.000003196306,0.000001356617,0.0000162202,0.00004509554,0.000003564438,0.0003038066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003121847,"threshold_uncertainty_score":0.006389916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005711995921374674,"score_gpt":0.2399552531597174,"score_spread":0.2342432572383427,"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."}}