{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001716134,0.0003721856,0.0002587215,0.000731979,0.0005274395,0.001011885,0.0003419573,0.0003069039,0.00284828],"category_scores_gemma":[0.0005928659,0.0001536746,0.0002823989,0.0005661303,0.0003423686,0.0004023435,0.0004749566,0.0002321964,0.000355923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005862687,"about_ca_system_score_gemma":0.0006331531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006949598,"about_ca_topic_score_gemma":0.01002958,"domain_scores_codex":[0.999835,0.00001026048,0.00001240712,0.00004537209,0.00006020653,0.0000367766],"domain_scores_gemma":[0.9997669,0.00003862886,0.00007492922,0.00001875515,0.00007978942,0.00002101443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005953546,0.0001992378,0.25608,0.001599031,0.0001768448,0.002966921,0.001314164,0.1924223,0.1490779,0.01882076,0.008396599,0.368351],"study_design_scores_gemma":[0.0001029098,0.0007353354,0.3071671,0.0005019787,0.0002449849,0.003878559,0.002147236,0.362959,0.1429666,0.01009476,0.1690609,0.0001407106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811228,0.001580681,0.06416186,0.0001434384,0.0001065726,0.0002999286,0.0009324468,0.000720572,0.05093166],"genre_scores_gemma":[0.9857168,0.0006675034,0.006080164,0.00002633208,0.000009711747,0.00004249253,0.0004379933,0.00003370305,0.006985236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006949598,"threshold_uncertainty_score":0.01381832,"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."}}