{"id":"W2139221206","doi":"10.1139/t09-141","title":"Experimental modelling of debris flow behaviour using a geotechnical centrifuge","year":2010,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centrifuge; Geotechnical engineering; Debris flow; Debris; Geology; Consolidation (business); Flow (mathematics); Pore water pressure; 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":[0.000660927,0.0005373302,0.0004405176,0.00043361,0.0005708723,0.0004857474,0.0008152844,0.0007972942,0.001599132],"category_scores_gemma":[0.001138328,0.0002512395,0.0002934321,0.0006060341,0.0006307242,0.0004065074,0.0003596009,0.0005328009,0.0002883306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006969968,"about_ca_system_score_gemma":0.0004541767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003012169,"about_ca_topic_score_gemma":0.003727942,"domain_scores_codex":[0.9993324,0.00009484505,0.0000542469,0.0001097527,0.000276724,0.0001320055],"domain_scores_gemma":[0.9987162,0.000478559,0.0001611218,0.0002520421,0.0003022887,0.00008979743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000721555,0.0007549229,0.007476179,0.0001907496,0.00002235415,0.0002907175,0.0005275579,0.06124269,0.9195135,0.0005429202,0.0001863049,0.008530531],"study_design_scores_gemma":[0.0001114371,0.006459846,0.02108791,0.00002911116,0.00005051912,0.0001497506,0.0002758083,0.08733742,0.8822868,0.0002191059,0.001933146,0.00005907027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945272,0.00005048802,0.00437351,0.00001512483,0.000005820278,0.00009069558,0.0001923366,0.0000954785,0.0006493921],"genre_scores_gemma":[0.9936264,0.0001320897,0.005214783,0.00000599627,0.000002573196,0.00008776652,0.0002040352,0.00001294196,0.0007134007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003012169,"threshold_uncertainty_score":0.005989313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561851463314712,"score_gpt":0.2270154507066989,"score_spread":0.2113969360735518,"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."}}