{"id":"W4316659895","doi":"10.1029/2022jf006846","title":"Mechanistic Analysis and Numerical Simulation of the 2021 Post‐Fire Debris Flow in Xiangjiao Catchment, China","year":2023,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Science Fund for Distinguished Young Scholars; Youth Innovation Promotion Association","keywords":"Debris flow; Debris; Surface runoff; Environmental science; Interception; Erosion; Hydrology (agriculture); Infiltration (HVAC); Drainage basin; China; Geology; Meteorology; Geotechnical engineering; Geography; Geomorphology; Ecology","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":[0.002100663,0.0001111461,0.0003655109,0.000138804,0.0001204201,0.00004018792,0.0003223528,0.00005905317,0.0002442836],"category_scores_gemma":[0.0009794618,0.00007598315,0.0001746453,0.003453282,0.000154771,0.00020403,0.0003039246,0.0005202489,0.0001659311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056177,"about_ca_system_score_gemma":0.00004786895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004037709,"about_ca_topic_score_gemma":0.0003089497,"domain_scores_codex":[0.9968179,0.0007470248,0.0003940849,0.00021514,0.001433339,0.000392464],"domain_scores_gemma":[0.9982416,0.001057357,0.0001846125,0.0002658468,0.00007893258,0.0001716424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002318719,0.0003997741,0.2904087,0.00007172708,0.0002339645,0.0001153526,0.001163106,0.5998015,0.07975089,0.00002300346,0.0003504829,0.02744968],"study_design_scores_gemma":[0.0001615272,0.0001507908,0.5360661,0.00002750693,0.00002199418,0.000001637267,0.00004054991,0.4622339,0.001039697,0.0001449698,0.00006607376,0.00004533104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984391,0.00003606212,0.0004629564,0.0006832881,0.00006659514,0.0002124033,0.00001107543,0.000004216482,0.00008431398],"genre_scores_gemma":[0.9993768,0.00002574178,0.0001916303,0.000009668031,0.00004026113,0.000001551988,0.000001668156,0.00001049249,0.0003422351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2456574,"threshold_uncertainty_score":0.6103836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466351001775967,"score_gpt":0.2999246966646036,"score_spread":0.285261186646844,"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."}}