{"id":"W4367322988","doi":"10.1016/j.jhydrol.2023.129585","title":"Modeling wildfire effects on streamflow in the Cascade Mountains, Oregon, USA","year":2023,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"U.S. Department of Energy; Pacific Northwest National Laboratory; U.S. Forest Service; National Science Foundation","keywords":"Streamflow; Environmental science; Hydrology (agriculture); Precipitation; Soil and Water Assessment Tool; Arid; Vegetation (pathology); Surface runoff; Climate change; Drainage basin; Ecology; Geology; Geography; Meteorology","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":[0.000484053,0.0005127686,0.0003679319,0.00039515,0.000611024,0.0009784447,0.0009762904,0.000851119,0.001515372],"category_scores_gemma":[0.001499297,0.0004285033,0.0006101883,0.0004661341,0.0003497759,0.0008646552,0.0003093707,0.0005988588,0.00009107521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557314,"about_ca_system_score_gemma":0.00163512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2839355,"about_ca_topic_score_gemma":0.3976,"domain_scores_codex":[0.9998932,0.00002944144,0.000007116387,0.00003234601,0.00001345769,0.00002441982],"domain_scores_gemma":[0.9992999,0.0004507961,0.00007020633,0.00003278264,0.00007747224,0.00006890517],"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":[0.0001780314,0.0005551892,0.1078388,0.00002825665,0.0001716855,0.0002060126,0.00007124161,0.8838415,0.0005654953,0.0004235317,0.001125435,0.004994768],"study_design_scores_gemma":[0.00005750576,0.00005857819,0.01767327,0.000006492365,0.00004568696,0.00001728445,0.0001008039,0.9813774,0.0002664464,0.0001403791,0.000247218,0.000008949062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981909,0.00002994181,0.0003314827,0.00007175177,0.000008306314,0.00001024802,0.000373931,0.0000300071,0.0009534013],"genre_scores_gemma":[0.9977858,0.0000548527,0.0008368893,0.00002100347,0.000005759964,0.00001500097,0.0004404213,0.00001074386,0.0008295024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2839355,"threshold_uncertainty_score":0.5645656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008173074979595416,"score_gpt":0.2351402280163178,"score_spread":0.2269671530367224,"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."}}