{"id":"W2600274485","doi":"10.13101/ijece.10.67","title":"Debris Flow Avulsion","year":2017,"lang":"en","type":"article","venue":"International Journal of Erosion Control Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Avulsion; Geology; Debris flow; Debris; Canyon; Mass wasting; Geomorphology; Landslide; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001324988,0.0001094113,0.0001529692,0.0002078195,0.00008523495,0.0002125644,0.0004697804,0.000051656,0.0000810108],"category_scores_gemma":[0.0002253375,0.0001031033,0.0001384807,0.00002113642,0.00001177976,0.0006445393,0.00002879258,0.0002192425,0.00001785234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149956,"about_ca_system_score_gemma":0.00001212458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007055703,"about_ca_topic_score_gemma":0.000002741382,"domain_scores_codex":[0.9991837,0.000004911158,0.0003630804,0.00006091377,0.0002701592,0.0001172375],"domain_scores_gemma":[0.9992225,0.00006328137,0.0001318616,0.0001758675,0.0003299035,0.00007655279],"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":[0.00001789832,0.00001385017,0.0007496139,0.000003402394,0.0001009187,0.00002061716,0.00002183958,0.9531534,0.04035252,0.0002462855,0.0006332441,0.004686428],"study_design_scores_gemma":[0.0009160375,0.00002367131,0.0103105,0.0001082461,0.00001599937,0.00006920275,0.000003387195,0.9825477,0.0009000234,0.00004365362,0.004963365,0.00009822682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2454639,0.0002056626,0.7425444,0.000548623,0.009934633,0.00006888173,0.00002753275,0.00008484079,0.001121538],"genre_scores_gemma":[0.9954928,0.0001078564,0.003682867,0.00002742864,0.0006063487,0.000002075934,0.000002460286,0.00002371254,0.00005451731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7500288,"threshold_uncertainty_score":0.420443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006518094066086755,"score_gpt":0.2356635093370459,"score_spread":0.2291454152709591,"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."}}