{"id":"W4388407905","doi":"10.24124/2023/59430","title":"Determining contamination and sources of sediment in response to recent and historical landscape disturbances","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sediment; Environmental science; Watershed; Tributary; Riparian zone; Hydrology (agriculture); STREAMS; Habitat; Ecosystem; Population; Aquatic ecosystem; Drainage basin; Ecology; Geography; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002521603,0.0002492891,0.0002129284,0.001466969,0.0007480134,0.0007523284,0.000276184,0.0002404479,0.0004211855],"category_scores_gemma":[0.0006831849,0.0002130679,0.0001848364,0.002226056,0.00038374,0.0002038116,0.0003415387,0.0002240392,0.0001340344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175412,"about_ca_system_score_gemma":0.0005857216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1583542,"about_ca_topic_score_gemma":0.4147347,"domain_scores_codex":[0.9996605,0.00002583831,0.00002845952,0.00008515384,0.0001366239,0.00006345156],"domain_scores_gemma":[0.99924,0.00004507657,0.0003146712,0.00002765115,0.0002865196,0.00008604872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005158978,0.00002209054,0.9928613,0.00001124074,0.00003292696,0.0001163096,0.0003400791,0.000155334,0.002642738,0.00001071889,0.00006191966,0.00369385],"study_design_scores_gemma":[3.153986e-7,0.00001298253,0.9993997,0.000001986781,0.000004873125,0.000031655,0.0001864596,0.00006601534,0.0001638077,0.000002955748,0.0001281193,0.000001300582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989892,0.00008491013,0.0001222005,0.000008397465,0.000001734127,0.000007918968,0.0003809598,0.000004816514,0.0003998771],"genre_scores_gemma":[0.9978764,0.0002115141,0.0004065862,0.000014259,0.000002867139,0.00001275901,0.0007739608,0.000004601779,0.0006970589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1583542,"threshold_uncertainty_score":0.3148649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008950449793542205,"score_gpt":0.2314640319652907,"score_spread":0.2225135821717485,"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."}}