{"id":"W2102753437","doi":"10.1016/j.watres.2010.09.016","title":"Biostabilization and erodibility of cohesive sediment deposits in wildfire-affected streams","year":2010,"lang":"en","type":"article","venue":"Water Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Environment and Climate Change Canada; University of Waterloo","funders":"","keywords":"Flume; Sediment; Consolidation (business); Erosion; Geology; Settling; STREAMS; Hydrology (agriculture); Environmental science; Geotechnical engineering; Geomorphology; Flow (mathematics); Environmental engineering","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":[0.000333403,0.0002384041,0.0002501412,0.001336482,0.0005385394,0.0007645288,0.0002515724,0.0003448706,0.0009286653],"category_scores_gemma":[0.0006287417,0.0002592969,0.0001857441,0.0007991205,0.0004188169,0.0004833851,0.0003363236,0.0002328016,0.000114089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003208768,"about_ca_system_score_gemma":0.0001844005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008372951,"about_ca_topic_score_gemma":0.01695538,"domain_scores_codex":[0.9998528,0.00001784242,0.00002392286,0.000040289,0.00002982548,0.00003536518],"domain_scores_gemma":[0.9996288,0.00006578239,0.0001461761,0.00001729289,0.00007870066,0.00006331295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001252465,0.0001694494,0.8796623,0.00006219348,0.0001421039,0.0002735086,0.0005876952,0.001152981,0.1062361,0.0000877877,0.00005335878,0.01032014],"study_design_scores_gemma":[0.000009246672,0.0001167521,0.9926484,0.000003714202,0.00002669043,0.00014735,0.0003489475,0.0007698909,0.005760847,0.00005383117,0.0001096593,0.000004599533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999867,0.00003880231,0.00002072563,0.000001121152,4.572971e-7,7.055063e-7,0.0000177362,8.56784e-7,0.0000525797],"genre_scores_gemma":[0.999655,0.00004750754,0.00005557898,0.000002039889,0.000001106345,0.0000011522,0.00005387263,0.000001522644,0.0001823326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008372951,"threshold_uncertainty_score":0.01664847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568055454092541,"score_gpt":0.285455971933187,"score_spread":0.2697754173922616,"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."}}