{"id":"W4382632338","doi":"10.1038/s41467-023-39095-z","title":"Importance of subsurface water for hydrological response during storms in a post-wildfire bedrock landscape","year":2023,"lang":"en","type":"article","venue":"Nature Communications","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"Nuclear Safety and Security Commission; U.S. Geological Survey; National Aeronautics and Space Administration; U.S. Forest Service; National Science Foundation","keywords":"Storm; Bedrock; Surface runoff; Subsurface flow; Environmental science; Hydrology (agriculture); Infiltration (HVAC); Landslide; Flooding (psychology); Water cycle; Debris; Surface water; Geology; Groundwater; Geomorphology; Ecology; Geography; 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":[0.0001170017,0.0000806777,0.0001555914,0.0002925584,0.0002544655,0.0004379537,0.00010566,0.0001376647,0.0004725944],"category_scores_gemma":[0.0002646859,0.00008687917,0.00008185225,0.0002865389,0.0002515259,0.000252383,0.0001824324,0.0001606876,0.00003890428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000314638,"about_ca_system_score_gemma":0.0002084472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01571702,"about_ca_topic_score_gemma":0.04430987,"domain_scores_codex":[0.9999477,0.000009449574,0.00000247116,0.00001511839,0.00001049259,0.00001477581],"domain_scores_gemma":[0.9998755,0.000029055,0.00004292134,0.000006995445,0.00002264873,0.00002288444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002376405,0.0001208814,0.9462503,0.00001472599,0.00002681034,0.0001283134,0.0004343826,0.001138189,0.0423333,0.00005679285,0.00009461481,0.00916397],"study_design_scores_gemma":[0.000002262274,0.00003068053,0.9974662,0.000001086754,0.000003973762,0.00002079805,0.0002508003,0.00126182,0.0008679245,0.0000335201,0.00005862888,0.000002291785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999786,0.00000932562,0.00005615659,0.000006523844,3.380011e-7,9.71511e-7,0.00002863036,0.000002228152,0.0001098643],"genre_scores_gemma":[0.9997885,0.00001334609,0.00008782493,0.000004265204,9.311064e-7,0.000001229832,0.00005638674,0.000001296692,0.00004630058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01571702,"threshold_uncertainty_score":0.03125107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012868267256344,"score_gpt":0.26106928511249,"score_spread":0.2509406024399266,"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."}}